diff --git "a/_next/static/chunks/app/page-7d8feeb388b4c5b6.js" "b/_next/static/chunks/app/page-7d8feeb388b4c5b6.js" deleted file mode 100644--- "a/_next/static/chunks/app/page-7d8feeb388b4c5b6.js" +++ /dev/null @@ -1 +0,0 @@ -(self.webpackChunk_N_E=self.webpackChunk_N_E||[]).push([[974],{7666:(e,r,s)=>{Promise.resolve().then(s.bind(s,8675))},8675:(e,r,s)=>{"use strict";s.r(r),s.d(r,{default:()=>W});var n=s(5155),_=s(2115),m=s(63),a=s(5379),o=s(751),i=s(3466),l=s(8425),d=s(7734),t=s(3697),u=s(3420),c=s(46),p=s(9407);let T=["#3b82f6","#ef4444","#10b981","#f59e0b","#8b5cf6"];function w(e){let{data:r,availableModels:s,view:m="quant",copy:w}=e,b=w.viz.groundTruth,h=w.viz.buyHold,[S,k]=(0,_.useState)("regression"===m?"log_return":"cumulative_return"),[f,x]=(0,_.useState)([s[0],s[1]].filter(Boolean)),[v,N]=(0,_.useState)("conservative"),[M,g]=(0,_.useState)(""),[E,F]=(0,_.useState)(!1),{resolvedTheme:P}=(0,a.D)(),A="dark"===P,D=A?"#2f2f2f":"#e5e7eb",z=A?"#9ca3af":"#6b7280",y=(0,_.useMemo)(()=>"log_return"===S?r.log_return.dates.map((e,s)=>{let n={date:e};return n[b]=r.log_return.true_avg[s],f.forEach(e=>{let _=null;r.log_return.models[e]?_=r.log_return.models[e]:r.log_return.models["st_".concat(e)]?_=r.log_return.models["st_".concat(e)]:r.log_return.models["ts_".concat(e)]&&(_=r.log_return.models["ts_".concat(e)]),_&&(n[e]=_[s])}),n}):r.cumulative_return.dates.map((e,s)=>{let n={date:e};return n[h]=r.cumulative_return.baseline[v][s],f.forEach(e=>{let _=null;r.cumulative_return.models["".concat(e,"_").concat(v)]?_="".concat(e,"_").concat(v):r.cumulative_return.models["st_".concat(e,"_").concat(v)]?_="st_".concat(e,"_").concat(v):r.cumulative_return.models["ts_".concat(e,"_").concat(v)]&&(_="ts_".concat(e,"_").concat(v)),_&&r.cumulative_return.models[_]&&(n[e]=r.cumulative_return.models[_][s])}),n}),[S,f,v,r,b,h]);return(0,n.jsxs)("div",{className:"mt-6 rounded-2xl border border-border bg-surface p-6",children:[(0,n.jsxs)("div",{className:"flex flex-wrap items-center justify-between gap-4 mb-6",children:[(0,n.jsx)("h3",{className:"font-serif text-xl tracking-[-0.01em] text-ink",children:w.viz.title}),(0,n.jsxs)("div",{className:"flex items-center gap-2",children:[(0,n.jsx)(C,{size:"md",active:"log_return"===S,onClick:()=>k("log_return"),children:w.viz.logReturn}),(0,n.jsx)(C,{size:"md",active:"cumulative_return"===S,onClick:()=>k("cumulative_return"),children:w.viz.cumulativeReturn})]})]}),"cumulative_return"===S&&(0,n.jsxs)("div",{className:"flex items-center gap-2 mb-4",children:[(0,n.jsxs)("span",{className:"text-sm text-muted",children:[w.viz.configuration,":"]}),["conservative","balanced","aggressive"].map(e=>(0,n.jsx)(C,{active:v===e,onClick:()=>N(e),children:w.quant.configs[e]},e))]}),(0,n.jsxs)("div",{className:"mb-4",children:[(0,n.jsxs)("div",{className:"flex items-center justify-between mb-2",children:[(0,n.jsxs)("div",{className:"text-sm text-muted",children:[w.viz.selectModels," ",(0,n.jsx)("span",{className:"text-faint",children:w.viz.maxSelected.replace("{n}",String(f.length))})]}),(0,n.jsx)("input",{type:"search",value:M,onChange:e=>g(e.target.value),placeholder:w.viz.searchModels,className:"w-64 rounded-md border border-border bg-paper-2 px-3 py-1.5 text-xs text-ink placeholder:text-faint focus:border-accent focus:outline-none"})]}),(()=>{let e=""!==M.trim(),r=s.filter(r=>!e||r.toLowerCase().includes(M.trim().toLowerCase())),_=E||e?r:r.filter((e,r)=>f.includes(e)||r<24),m=r.length-_.length;return(0,n.jsxs)("div",{className:"flex flex-wrap gap-2",children:[_.map(e=>(0,n.jsx)(C,{active:f.includes(e),disabled:!f.includes(e)&&f.length>=5,onClick:()=>{x(r=>r.includes(e)?r.filter(r=>r!==e):r.length<5?[...r,e]:r)},children:e},e)),!e&&m>0&&(0,n.jsxs)("button",{type:"button",onClick:()=>F(!0),className:"rounded-md border border-dashed border-border px-2.5 py-1 text-xs font-medium text-accent hover:border-accent/50",children:["+ ",w.viz.showAll.replace("{n}",String(r.length))]}),!e&&E&&(0,n.jsx)("button",{type:"button",onClick:()=>F(!1),className:"rounded-md border border-dashed border-border px-2.5 py-1 text-xs font-medium text-muted hover:text-ink",children:w.viz.showLess})]})})()]}),(0,n.jsx)("div",{className:"h-[400px]",children:(0,n.jsx)(o.u,{width:"100%",height:"100%",children:(0,n.jsxs)(i.b,{data:y,margin:{top:5,right:30,left:20,bottom:5},children:[(0,n.jsx)(l.d,{strokeDasharray:"3 3",stroke:D}),(0,n.jsx)(d.W,{dataKey:"date",tick:{fontSize:12,fill:z},stroke:D,tickFormatter:e=>e.slice(5)}),(0,n.jsx)(t.h,{tick:{fontSize:12,fill:z},stroke:D,tickFormatter:e=>"".concat((100*e).toFixed(1),"%")}),(0,n.jsx)(u.m,{contentStyle:A?{backgroundColor:"#1c1c1c",border:"1px solid ".concat(D),color:"#e5e7eb"}:void 0,formatter:e=>"".concat((100*e).toFixed(2),"%"),labelFormatter:e=>"Date: ".concat(e)}),(0,n.jsx)(c.s,{}),(0,n.jsx)(p.N1,{type:"monotone",dataKey:"log_return"===S?b:h,stroke:A?"#d1d5db":"#111111",strokeWidth:2,strokeDasharray:"5 5",dot:!1}),f.map((e,r)=>(0,n.jsx)(p.N1,{type:"monotone",dataKey:e,stroke:T[r%T.length],strokeWidth:2,dot:!1},e))]})})})]})}function b(e){let{copy:r}=e,s=r.strategy;return(0,n.jsxs)("div",{className:"rounded-lg border border-border bg-surface p-6 mt-8",children:[(0,n.jsx)("h3",{className:"text-lg font-semibold text-ink mb-4",children:s.heading}),(0,n.jsxs)("div",{className:"space-y-4 text-sm text-muted leading-relaxed",children:[(0,n.jsx)("p",{children:s.intro}),(0,n.jsxs)("div",{className:"rounded-md bg-paper-2 p-4 mb-4",children:[(0,n.jsx)("h4",{className:"font-medium text-ink mb-2",children:s.coreTitle}),(0,n.jsx)("ul",{className:"space-y-1.5 text-sm",children:s.core.map(e=>(0,n.jsxs)("li",{children:["• ",(0,n.jsx)("strong",{children:e.label}),":",e.value]},e.label))})]}),(0,n.jsxs)("div",{className:"space-y-1 mb-3",children:[(0,n.jsx)("p",{className:"font-medium text-ink",children:s.scoringLabel}),(0,n.jsx)("code",{className:"block bg-paper-2 px-3 py-2 rounded text-xs font-mono",children:s.scoringFormula})]}),(0,n.jsx)("div",{className:"space-y-3",children:s.items.map(e=>(0,n.jsxs)("div",{className:"pl-4 border-l-2 border-accent/30",children:[(0,n.jsx)("h4",{className:"font-medium text-ink mb-1",children:e.title}),(0,n.jsx)("p",{children:e.body})]},e.title))}),(0,n.jsxs)("div",{className:"mt-4 pt-4 border-t border-border space-y-2",children:[(0,n.jsxs)("div",{className:"text-xs text-muted",children:[(0,n.jsx)("p",{children:s.backtestPeriod}),(0,n.jsx)("p",{children:s.marketCondition}),(0,n.jsx)("p",{children:s.initialCapital})]}),(0,n.jsxs)("p",{className:"text-xs text-faint italic mt-3",children:["⚠️ ",(0,n.jsx)("strong",{children:s.disclaimerLabel}),":",s.disclaimer]})]})]})]})}let h=new Set(["AGCRN","BiST","BigST","D2STGNN","DCRNN","DFDGCN","DGCRN","DSTAGNN","GTS","GWNet","HimNet","LSTM","MAGE","MTGNN","MegaCRN","RPMixer","STAEformer","STDN","STGCN","STGODE","STID","STNorm","STOP","STPGNN","STTN","STWave","StemGNN","Sumba"]),S=new Set(["AirCade","AirFormer","CauAir","DeepAir","PM25GNN"]),k=["baseline","HL"],f=new Set(["AMRC","APN","Amplifier","Aurora","Autoformer","BiMamba","CARD","CATS","CMoS","COSA","CoRA","CrossGNN","CrossLinear","Crossformer","CycleNet","DLinear","DSFormer","DTAF","DUET","DeepAR","DistDF","DynamicTMoE","ETSformer","FEDformer","FITS","FTP","FeTS","FiLM","FreTS","Fredformer","GOTSF","GTR","HDMixer","HMformer","HN_MVTS","ImplicitForecaster","Informer","InterPDN","Koopa","Kronos","LatentTSF","LightTS","Linear","MAFS","MICN","MMPD","MSGNet","MTSMixer","MambaSimple","MixLinear","MoFo","ModernTCN","MultiPatchFormer","NBeats","NHiTS","NLinear","NSTransformer","OLinear","OccamVTS","PAttn","PHAT","PMDformer","PULSE","PWS","PaiFilter","PatchMLP","PatchTST","Pathformer","PhaseFormer","Pyraformer","RLinear","Reformer","S4","SCINet","SEMPO","SOFTS","SRSNet","SVTime","S_Mamba","SegRNN","Sonnet","SparseTSF","Sumba","SymTime","TSMixer","TSRAG","TexFilter","TiDE","TiRex","TimeAlign","TimeBase","TimeBridge","TimeCAP","TimeEmb","TimeFilter","TimeKAN","TimeMixer","TimeMosaic","TimeO1","TimePerceiver","TimeXer","TimesNet","Transformer","UMixer","WPMixer","WaveNet","iTransformer","xPatch"]);function x(e){if(k.includes(e))return"baseline";let r=e.replace(/\s*\([^)]+\)\s*$/,"");return S.has(r)?"aq":h.has(r)?"st":(f.has(r),"ts")}let v=[{key:"mse",betterDir:1},{key:"mae",betterDir:1},{key:"wape",betterDir:1},{key:"rse",betterDir:1},{key:"corr",betterDir:-1}],N=[{key:"total_return",label:"Total Return",betterDir:-1},{key:"annualized_return",label:"Annualized",betterDir:-1},{key:"sharpe",label:"Sharpe",betterDir:-1},{key:"max_drawdown",label:"Max DD",betterDir:1},{key:"win_rate",label:"Win Rate",betterDir:-1},{key:"avg_turnover",label:"Avg Turnover",betterDir:1}];function M(e){return null==e?"—":e.toFixed(4)}function g(e){return null==e?"—":"".concat((100*e).toFixed(2),"%")}function E(e){return null==e?"—":e.toFixed(2)}let F={total_return:g,annualized_return:g,sharpe:E,max_drawdown:g,win_rate:g,avg_turnover:E},P={pm2_5:"PM2.5",pm10:"PM10",ozone:"O₃",no2:"NO₂",so2:"SO₂",co:"CO"};function A(e){var r,s,a,o;let{data:i,copy:l}=e,[d,t]=(0,_.useState)(null);(0,_.useEffect)(()=>{fetch("/visualization_data.json").then(e=>e.json()).then(e=>t(e)).catch(e=>console.error("Failed to load visualization data:",e))},[]);let u=(0,m.useRouter)(),c=(0,m.usePathname)(),p=(0,m.useSearchParams)(),T=["time_series","spatiotemporal","covariate"],w=["stock","traffic","air_quality"],b=e=>{var r,s;return!!(i.tracks[e]&&Object.keys(null!=(s=null==(r=i.tracks[e])?void 0:r.datasets)?s:{}).length>0)},h="realtime"===p.get("cat")?"realtime":"static",[S,k]=(0,_.useState)(h),[f,x]=(0,_.useState)(""),v=i.tracks.stock?Object.keys(i.tracks.stock.datasets):[],[N,M]=(0,_.useState)(()=>{let e=p.get("ds");return e&&v.includes(e)?e:v[0]||"Stock-HS300"}),[g,E]=(0,_.useState)("quant"===p.get("view")?"quant":"regression"),[F,P]=(0,_.useState)(()=>{var e;let r="static"===h?T:w,s=p.get("track");return s&&r.includes(s)&&b(s)?s:null!=(e=r.find(b))?e:r[0]});(0,_.useEffect)(()=>{let e=new URLSearchParams(p.toString());e.set("cat",S),e.set("track",F),"stock"===F?e.set("view",g):e.delete("view"),"stock"===F&&v.length>1?e.set("ds",N):e.delete("ds"),u.replace("".concat(c,"?").concat(e.toString()),{scroll:!1})},[S,F,g,N]);let A="static"===S?T:w,z=i.tracks[F],y=z?Object.entries(z.datasets):[];return(0,n.jsxs)(n.Fragment,{children:[(0,n.jsxs)("div",{className:"flex flex-wrap items-center gap-3 mb-6",children:[(0,n.jsx)(C,{size:"lg",active:"static"===S,onClick:()=>{var e;k("static"),P(null!=(e=T.find(e=>i.tracks[e]))?e:T[0])},children:null!=(a=null==(r=l.categories)?void 0:r.commonStatic)?a:"Common Static Dataset"}),(0,n.jsx)(C,{size:"lg",active:"realtime"===S,onClick:()=>{var e;k("realtime"),P(null!=(e=w.find(e=>i.tracks[e]))?e:w[0])},children:null!=(o=null==(s=l.categories)?void 0:s.realtime)?o:"Real-Time Dataset"})]}),(0,n.jsx)("div",{className:"flex flex-wrap items-center gap-2",children:A.map(e=>{var r,s,_;let m=e===F,a=i.tracks[e]&&Object.keys(null!=(s=null==(r=i.tracks[e])?void 0:r.datasets)?s:{}).length>0;return(0,n.jsx)(C,{size:"md",active:m,disabled:!a,onClick:()=>P(e),children:null!=(_=l.tracks[e])?_:e},e)})}),"stock"===F&&v.length>1&&(0,n.jsx)("div",{className:"mt-5 flex items-center gap-2",children:v.map(e=>(0,n.jsx)(C,{size:"md",active:N===e,onClick:()=>M(e),children:e},e))}),(0,n.jsx)("div",{className:"mt-5",children:(0,n.jsx)("input",{type:"search",value:f,onChange:e=>x(e.target.value),placeholder:l.searchPlaceholder,"aria-label":l.searchPlaceholder,className:"w-full max-w-sm rounded-lg border border-border bg-paper-2 px-3.5 py-2 text-sm text-ink placeholder:text-faint focus:border-accent focus:outline-none"})}),"stock"===F&&(0,n.jsxs)("div",{className:"mt-5 flex items-center gap-2",children:[(0,n.jsx)(C,{size:"md",active:"regression"===g,onClick:()=>E("regression"),children:l.quant.regression}),(0,n.jsx)(C,{size:"md",active:"quant"===g,onClick:()=>E("quant"),children:l.quant.quant})]}),0===y.length?(0,n.jsx)("p",{className:"mt-10 rounded-2xl border border-border bg-surface px-6 py-16 text-center text-muted",children:l.emptyTrack}):"stock"===F?(0,n.jsx)("div",{className:"mt-6",children:(null==z?void 0:z.datasets[N])&&(0,n.jsx)(D,{track:F,name:N,ds:z.datasets[N],copy:l,query:f,hideTitle:!0,view:g,visualizationData:d})}):(0,n.jsx)("div",{className:"mt-6 space-y-6",children:y.map(e=>{let[r,s]=e;return(0,n.jsx)(D,{track:F,name:r,ds:s,copy:l,query:f},"".concat(F,"/").concat(r))})})]})}function D(e){let{track:r,name:s,ds:m,copy:a,query:o,hideTitle:i=!1,view:l,visualizationData:d}=e,t=(0,_.useMemo)(()=>Object.keys(m.horizons).sort((e,r)=>Number(e)-Number(r)),[m]),[u,c]=(0,_.useState)(t[0]),p=null!=l?l:"regression",T="stock"===r&&m.quant&&Object.keys(m.quant).length>0,[h,S]=(0,_.useState)("quant"===p?"total_return":"mse"),[k,f]=(0,_.useState)(1),[g,E]=(0,_.useState)("conservative"),[A,D]=(0,_.useState)(!0),[L,G]=(0,_.useState)(!0),[O,j]=(0,_.useState)(!0);function I(e){var r,s;let n=null!=(s=null==(r=v.find(r=>r.key===e))?void 0:r.betterDir)?s:1;e===h?f(e=>-e):(S(e),f(n))}let H="quant"===p&&m.quant?m.quant["backtest_91d_".concat(g)]||m.horizons[u]:m.horizons[u]||[],B=[A,L,O].filter(Boolean).length,W=(0,_.useMemo)(()=>{var e;let s=o.trim().toLowerCase(),n=(s?H.filter(e=>e.model.toLowerCase().includes(s)):H).map(e=>({...e,modelType:x(e.model)})).slice().sort((e,r)=>{let s=e[h],n=r[h];return null==s?1:null==n?-1:(s-n)*k}),_=v.find(e=>e.key===h),m=k===(null!=(e=null==_?void 0:_.betterDir)?e:1),a=0,i=n.map(e=>"baseline"===e.modelType?{...e,displayRank:void 0,categoryRank:void 0}:(a++,{...e,displayRank:m?a:135-a+1})).filter(e=>"baseline"===e.modelType||("st"!==e.modelType||!!L)&&("ts"!==e.modelType||!!A)&&("aq"!==e.modelType||!!O));if("stock"===r||"traffic"===r||"air_quality"===r){let e=0;i.forEach(r=>{"baseline"===r.modelType?r.categoryRank=void 0:r.categoryRank=++e})}return i},[H,o,h,k,A,L,O,1===B]),K=H.filter(e=>"baseline"===x(e.model)).length,U=a.showing.replace("{n}",String(W.filter(e=>"baseline"!==e.modelType).length)).replace("{total}",String(H.length-K));return(0,n.jsxs)("div",{className:"overflow-hidden rounded-2xl border border-border bg-surface",children:[(0,n.jsxs)("div",{className:"flex flex-wrap items-center justify-between gap-3 border-b border-border px-5 py-3.5",children:[(0,n.jsxs)("div",{className:"flex items-center gap-3 flex-wrap",children:[!i&&(0,n.jsx)("span",{className:"font-serif text-lg tracking-[-0.01em] text-ink",children:s}),("stock"===r||"air_quality"===r)&&(0,n.jsxs)("div",{className:"flex items-center gap-1.5",children:[(0,n.jsxs)("span",{className:"mr-1 text-xs text-muted",children:[a.quant.modelType,":"]}),(0,n.jsx)(C,{active:A,disabled:A&&!L&&!O,onClick:()=>{(!A||L||O)&&D(!A)},children:a.tracks.time_series}),(0,n.jsx)(C,{active:L,disabled:L&&!A&&!O,onClick:()=>{(!L||A||O)&&G(!L)},children:a.tracks.spatiotemporal}),"air_quality"===r&&(0,n.jsx)(C,{active:O,disabled:O&&!A&&!L,onClick:()=>{(!O||A||L)&&j(!O)},children:a.tracks.air_quality})]}),"stock"===r&&"quant"===p&&T&&(0,n.jsxs)("div",{className:"flex items-center gap-1.5",children:[(0,n.jsxs)("span",{className:"text-xs text-muted mr-1",children:[a.quant.strategy,":"]}),(0,n.jsx)(C,{active:"conservative"===g,onClick:()=>E("conservative"),children:a.quant.configs.conservative}),(0,n.jsx)(C,{active:"balanced"===g,onClick:()=>E("balanced"),children:a.quant.configs.balanced}),(0,n.jsx)(C,{active:"aggressive"===g,onClick:()=>E("aggressive"),children:a.quant.configs.aggressive})]}),(0,n.jsx)("span",{className:"text-xs text-faint [font-variant-numeric:tabular-nums]",children:U})]}),(0,n.jsxs)("div",{className:"flex flex-wrap gap-1.5 items-center",children:["stock"===r&&(0,n.jsx)("span",{className:"rounded-md border border-border bg-paper-2 px-2.5 py-1 text-xs text-muted",children:"2026/01/01 ~ 05/31"}),"air_quality"===r&&(0,n.jsx)("span",{className:"rounded-md border border-border bg-paper-2 px-2.5 py-1 text-xs text-muted",children:"2026/01 ~ 05/31"}),"time_series"===r?(0,n.jsxs)(n.Fragment,{children:[(0,n.jsx)("span",{className:"rounded-md border border-border bg-paper-2 px-2.5 py-1 text-xs text-muted",children:"seq_len: 336"}),(0,n.jsx)("span",{className:"rounded-md border border-border bg-paper-2 px-2.5 py-1 text-xs text-muted",children:"pred_len: 192"})]}):"air_quality"===r?(0,n.jsxs)(n.Fragment,{children:[(0,n.jsx)("span",{className:"rounded-md border border-border bg-paper-2 px-2.5 py-1 text-xs text-muted",children:"seq_len: 24"}),(0,n.jsx)("span",{className:"rounded-md border border-border bg-paper-2 px-2.5 py-1 text-xs text-muted",children:"pred_len: 24"})]}):(0,n.jsxs)(n.Fragment,{children:[(0,n.jsx)("span",{className:"rounded-md border border-border bg-paper-2 px-2.5 py-1 text-xs text-muted",children:"seq_len: 20"}),(0,n.jsxs)("span",{className:"rounded-md border border-border bg-paper-2 px-2.5 py-1 text-xs text-muted",children:["pred_len: ",t[0]]})]}),"air_quality"!==r&&t.length>1&&t.map(e=>(0,n.jsx)(C,{active:e===u,onClick:()=>c(e),children:"".concat(a.horizon," ").concat(e)},e))]})]}),"air_quality"===r&&t.length>0&&(0,n.jsxs)("div",{className:"flex flex-wrap items-center gap-1.5 border-b border-border bg-paper-2/40 px-5 py-2.5",children:[(0,n.jsx)("span",{className:"mr-1 text-[0.7rem] font-medium uppercase tracking-[0.04em] text-faint",children:a.quant.pollutant}),t.map(e=>{var r;return(0,n.jsx)(C,{active:e===u,onClick:()=>c(e),children:null!=(r=P[e.toLowerCase()])?r:e.toUpperCase().replace("_",".")},e)})]}),0===W.length?(0,n.jsx)("p",{className:"px-5 py-12 text-center text-sm text-muted",children:a.noMatch}):(0,n.jsx)("div",{className:"max-h-[34rem] overflow-auto",children:(0,n.jsxs)("table",{className:"w-full border-collapse [font-variant-numeric:tabular-nums]",children:[(0,n.jsx)("thead",{className:"sticky top-0 z-10 bg-surface",children:(0,n.jsxs)("tr",{children:[(0,n.jsx)(y,{className:"w-12",title:a.quant.rankTip,children:"#"}),("stock"===r||"traffic"===r||"air_quality"===r)&&(0,n.jsx)(y,{className:"w-12 text-accent",title:a.quant.catRankTip,children:"#Cat"}),(0,n.jsx)(y,{children:a.cols.model}),"stock"===r&&"quant"===p?(0,n.jsx)(n.Fragment,{children:N.map(e=>(0,n.jsx)(R,{label:e.label,active:h===e.key,dir:k,onClick:()=>I(e.key)},e.key))}):(0,n.jsxs)(n.Fragment,{children:[(0,n.jsx)(R,{label:a.cols.mse,active:"mse"===h,dir:k,onClick:()=>I("mse")}),(0,n.jsx)(R,{label:a.cols.mae,active:"mae"===h,dir:k,onClick:()=>I("mae")}),"time_series"===r&&(0,n.jsxs)(n.Fragment,{children:[(0,n.jsx)(R,{label:"WAPE",active:"wape"===h,dir:k,onClick:()=>I("wape")}),(0,n.jsx)(R,{label:"RSE",active:"rse"===h,dir:k,onClick:()=>I("rse")})]}),(0,n.jsx)(R,{label:a.cols.corr,active:"corr"===h,dir:k,onClick:()=>I("corr")})]}),(0,n.jsx)(y,{children:a.cols.runs})]})}),(0,n.jsx)("tbody",{children:W.map(e=>{let s=e.displayRank,_=e.categoryRank,m="baseline"===e.modelType,o=m?"stock"===r&&"quant"===p?a.quant.buyAndHold:a.quant.lastValueCopy:e.model,i=W.map(e=>e[h]).filter(e=>"number"==typeof e),l=i.length?Math.min(...i):0,d=i.length?Math.max(...i):1,t=e[h],u="number"==typeof t&&d>l?((t-l)/(d-l)*100).toFixed(0):"0";return(0,n.jsxs)("tr",{className:"border-b border-border last:border-0 transition-colors ".concat(m?"bg-accent/10 hover:bg-accent/15":"hover:bg-paper-2"),children:[(0,n.jsx)("td",{className:"px-5 py-2.5",children:s?(0,n.jsx)(z,{rank:s}):(0,n.jsx)("span",{className:"text-sm text-muted",children:"—"})}),("stock"===r||"traffic"===r||"air_quality"===r)&&(0,n.jsx)("td",{className:"px-5 py-2.5",children:_?(0,n.jsx)("span",{className:"text-sm text-accent font-medium [font-variant-numeric:tabular-nums]",children:_}):(0,n.jsx)("span",{className:"text-sm text-muted",children:"—"})}),(0,n.jsxs)("td",{className:"px-5 py-2.5 text-sm font-semibold",children:[(0,n.jsx)("span",{className:m?"text-accent":"text-ink",children:o}),m&&(0,n.jsx)("span",{className:"ml-2 rounded border border-accent/40 bg-accent-soft px-1.5 py-0.5 text-[0.6rem] font-medium uppercase tracking-wide text-accent",children:a.quant.baselineTag})]}),"stock"===r&&"quant"===p?(0,n.jsx)(n.Fragment,{children:N.map(r=>{let s=e[r.key],_=h===r.key;return(0,n.jsxs)("td",{className:"relative px-5 py-2.5 font-mono text-sm ".concat(function(e,r){if(null==r)return"text-muted";let s="text-emerald-600 dark:text-emerald-400",n="text-rose-600 dark:text-rose-400";switch(e){case"total_return":case"annualized_return":case"sharpe":return r>0?s:r<0?n:"text-muted";case"max_drawdown":return r<0?n:"text-muted";case"win_rate":return r>=.5?s:n;default:return"text-muted"}}(r.key,s)," ").concat(_?"font-semibold":""),children:[F[r.key](s),_&&(0,n.jsx)("span",{"aria-hidden":"true",className:"absolute inset-x-0 bottom-0 h-px bg-accent/40",style:{width:"".concat(u,"%")}})]},r.key)})}):(0,n.jsxs)(n.Fragment,{children:[(0,n.jsxs)("td",{className:"relative px-5 py-2.5 font-mono text-sm ".concat("mse"===h?"text-accent":"text-muted"),children:[M(e.mse),"mse"===h&&(0,n.jsx)("span",{"aria-hidden":"true",className:"absolute inset-x-0 bottom-0 h-px bg-accent/40",style:{width:"".concat(u,"%")}})]}),(0,n.jsxs)("td",{className:"relative px-5 py-2.5 font-mono text-sm ".concat("mae"===h?"text-accent":"text-muted"),children:[M(e.mae),"mae"===h&&(0,n.jsx)("span",{"aria-hidden":"true",className:"absolute inset-x-0 bottom-0 h-px bg-accent/40",style:{width:"".concat(u,"%")}})]}),"time_series"===r&&(0,n.jsxs)(n.Fragment,{children:[(0,n.jsxs)("td",{className:"relative px-5 py-2.5 font-mono text-sm ".concat("wape"===h?"text-accent":"text-muted"),children:[M(e.wape),"wape"===h&&(0,n.jsx)("span",{"aria-hidden":"true",className:"absolute inset-x-0 bottom-0 h-px bg-accent/40",style:{width:"".concat(u,"%")}})]}),(0,n.jsxs)("td",{className:"relative px-5 py-2.5 font-mono text-sm ".concat("rse"===h?"text-accent":"text-muted"),children:[M(e.rse),"rse"===h&&(0,n.jsx)("span",{"aria-hidden":"true",className:"absolute inset-x-0 bottom-0 h-px bg-accent/40",style:{width:"".concat(u,"%")}})]})]}),(0,n.jsxs)("td",{className:"relative px-5 py-2.5 font-mono text-sm ".concat("corr"===h?"text-accent":"text-muted"),children:[M(e.corr),"corr"===h&&(0,n.jsx)("span",{"aria-hidden":"true",className:"absolute inset-x-0 bottom-0 h-px bg-accent/40",style:{width:"".concat(u,"%")}})]})]}),(0,n.jsx)("td",{className:"px-5 py-2.5 text-sm text-muted",children:m?"—":e.n_runs})]},e.model)})})]})}),"stock"===r&&d&&(0,n.jsxs)(n.Fragment,{children:[(0,n.jsx)(w,{data:d,availableModels:["AGCRN","AMRC","APN","Amplifier","Aurora","Autoformer","BiMamba","BiST","BigST","CARD","CATS","CMoS","COSA","CoRA","CrossGNN","CrossLinear","Crossformer","CycleNet","D2STGNN","DCRNN","DFDGCN","DGCRN","DLinear","DSFormer","DSTAGNN","DTAF","DUET","DeepAR","DistDF","DynamicTMoE","ETSformer","FEDformer","FITS","FTP","FeTS","FiLM","FreTS","Fredformer","GOTSF","GTR","GTS","GWNet","HDMixer","HL","HMformer","HN_MVTS","HimNet","ImplicitForecaster","Informer","InterPDN","Koopa","Kronos","LSTM","LatentTSF","LightTS","Linear","MAFS","MAGE","MICN","MMPD","MSGNet","MTGNN","MTSMixer","MambaSimple","MixLinear","MoFo","ModernTCN","MultiPatchFormer","NBeats","NHiTS","NLinear","NSTransformer","OLinear","OccamVTS","PAttn","PHAT","PMDformer","PULSE","PWS","PaiFilter","PatchMLP","PatchTST","Pathformer","PhaseFormer","Pyraformer","RLinear","RPMixer","Reformer","S4","SCINet","SEMPO","SOFTS","SRSNet","STAEformer","STDN","STGCN","STGODE","STID","STNorm","STOP","STPGNN","STTN","STWave","SVTime","S_Mamba","SegRNN","Sonnet","SparseTSF","StemGNN","Sumba","SymTime","TSMixer","TSRAG","TexFilter","TiDE","TiRex","TimeAlign","TimeBase","TimeBridge","TimeCAP","TimeEmb","TimeFilter","TimeKAN","TimeMixer","TimeMosaic","TimeO1","TimePerceiver","TimeXer","TimesNet","Transformer","UMixer","WPMixer","WaveNet","iTransformer","xPatch"],view:p,copy:a}),"quant"===p&&(0,n.jsx)(b,{copy:a})]})]})}function C(e){let{active:r,onClick:s,disabled:_=!1,size:m="sm",className:a="",children:o}=e;return(0,n.jsx)("button",{type:"button",onClick:s,disabled:_,className:"rounded-md border transition-colors ".concat({lg:"px-5 py-2 text-sm font-medium",md:"px-3 py-1.5 text-sm font-medium",sm:"px-2.5 py-1 text-xs font-medium"}[m]," ").concat(r?"border-accent bg-accent text-accent-fg shadow-sm":"border-border bg-surface text-muted hover:text-ink hover:border-accent/50 disabled:opacity-50 disabled:cursor-not-allowed"," ").concat(a),children:o})}function z(e){let{rank:r}=e;return r<=3?(0,n.jsx)("span",{className:"inline-flex h-6 w-6 items-center justify-center rounded-full border border-accent/50 bg-accent-soft text-xs font-semibold text-accent [font-variant-numeric:tabular-nums]",children:r}):(0,n.jsx)("span",{className:"text-sm text-muted [font-variant-numeric:tabular-nums]",children:r})}function y(e){let{children:r,className:s="",title:_}=e;return(0,n.jsx)("th",{title:_,className:"border-b border-border bg-surface px-5 py-2.5 text-left text-[0.7rem] font-medium uppercase tracking-[0.04em] text-faint ".concat(_?"cursor-help":""," ").concat(s),children:r})}function R(e){let{label:r,active:s,dir:_,onClick:m}=e;return(0,n.jsx)("th",{className:"border-b border-border bg-surface px-5 py-2.5 text-left text-[0.7rem] font-medium uppercase tracking-[0.04em]",children:(0,n.jsxs)("button",{type:"button",onClick:m,className:"inline-flex items-center gap-1 uppercase tracking-[0.04em] transition-colors ".concat(s?"text-accent":"text-faint hover:text-ink"),children:[r,s?_>0?"↑":"↓":""]})})}let L={en:{title:"TS-Eval",lede:"An open, reproducible leaderboard for time-series forecasting. Every entry is a community submission — one agent trajectory and one verified result — ranked transparently across tracks, datasets, and horizons.",updated:"Updated",submissions:"submissions",rankedBy:"ranked by",horizon:"pred",emptyTrack:"No submissions in this track yet — be the first.",categories:{commonStatic:"Common Static Dataset",realtime:"Real-Time Dataset"},tracks:{time_series:"Time Series",spatiotemporal:"Spatiotemporal",covariate:"Covariate",stock:"Stock",traffic:"Traffic",air_quality:"Air Quality"},cols:{model:"Model",mse:"MSE",mae:"MAE",rmse:"RMSE",corr:"Corr",fit_time:"Fit Time (s)",inference_time:"Inf Time (s)",runs:"Runs"},searchPlaceholder:"Filter models…",showing:"{n} of {total} models",noMatch:"No model matches your filter.",quant:{regression:"Regression",quant:"Quant",modelType:"Model type",strategy:"Strategy",pollutant:"Pollutant",baselineTag:"baseline",buyAndHold:"Buy and Hold",lastValueCopy:"Last Value Copy",configs:{conservative:"Conservative",balanced:"Balanced",aggressive:"Aggressive"},rankTip:"Overall rank across all models on this dataset",catRankTip:"Rank within the currently displayed model types"},viz:{title:"Performance Visualization",logReturn:"Log Return",cumulativeReturn:"Cumulative Return",configuration:"Configuration",selectModels:"Select models",maxSelected:"(max 5 \xb7 {n} selected)",searchModels:"Search models…",showAll:"Show all {n} models",showLess:"Show less",groundTruth:"Ground Truth",buyHold:"Buy & Hold"},strategy:{heading:"Trading Strategy",intro:"Our quantitative trading strategy employs a Top-K momentum strategy with dual-factor scoring. Machine learning models predict future stock returns, and we construct portfolios based on these predictions.",coreTitle:"Core Strategy",core:[{label:"Stock Universe",value:"CSI 300 constituent stocks (130 stocks)"},{label:"Portfolio Size",value:"Top 20 stocks (equal-weighted)"},{label:"Rebalancing",value:"Every 5 trading days (~weekly)"},{label:"Transaction Cost",value:"0.3% (0.15% buy + 0.15% sell)"}],scoringLabel:"Scoring Formula:",scoringFormula:"score[i] = w_tomorrow \xd7 pred_tomorrow[i] + w_5day \xd7 pred_5day_mean[i]",items:[{title:"Conservative (w_tomorrow=0.3, w_5day=0.7)",body:"Emphasizes 5-day trend predictions over next-day movements. More stable in volatile markets, lower turnover. Suitable for risk-averse investors seeking steady returns."},{title:"Balanced (w_tomorrow=0.5, w_5day=0.5)",body:"Equal weighting of short-term and medium-term predictions. Balances responsiveness and stability. Suitable for investors seeking moderate growth with balanced risk."},{title:"Aggressive (w_tomorrow=0.8, w_5day=0.2)",body:"Prioritizes next-day predictions for quick reactions to market changes. Higher turnover and sensitivity. Suitable for risk-tolerant investors seeking maximum alpha."}],backtestPeriod:"Backtest Period: 2026-01-05 to 2026-05-25 (91 trading days)",marketCondition:"Market Condition: Bear market (-5.56% equal-weighted CSI 300 constituents)",initialCapital:"Initial Capital: \xa51,000,000",disclaimerLabel:"Disclaimer",disclaimer:"This information is for reference only and does not constitute specific quantitative trading advice. Past performance does not guarantee future results. Backtest results may differ from live trading due to market impact, slippage, and execution constraints. Please conduct your own research and consult with financial professionals before making investment decisions."}},zh:{title:"TS-Eval",lede:"面向时间序列预测的开放、可复现榜单。每一条结果都来自社区提交——一段智能体轨迹加一份经校验的结果——按赛道、数据集与预测步长透明排名。",updated:"更新于",submissions:"份提交",rankedBy:"排序依据",horizon:"预测步长",emptyTrack:"该赛道暂无提交——来做第一个吧。",categories:{commonStatic:"通用静态数据集",realtime:"实时数据集"},tracks:{time_series:"时间序列",spatiotemporal:"时空",covariate:"协变量",stock:"股票",traffic:"交通",air_quality:"空气质量"},cols:{model:"模型",mse:"MSE",mae:"MAE",rmse:"RMSE",corr:"相关系数",fit_time:"训练时间 (秒)",inference_time:"推理时间 (秒)",runs:"运行次数"},searchPlaceholder:"筛选模型…",showing:"共 {total} 个模型,显示 {n} 个",noMatch:"没有匹配的模型。",quant:{regression:"回归预测",quant:"量化",modelType:"模型类型",strategy:"策略",pollutant:"污染物",baselineTag:"基准",buyAndHold:"买入持有",lastValueCopy:"末值复制",configs:{conservative:"保守",balanced:"均衡",aggressive:"激进"},rankTip:"该数据集上所有模型的总排名",catRankTip:"当前所选模型类型内的排名"},viz:{title:"表现可视化",logReturn:"对数收益",cumulativeReturn:"累计收益",configuration:"配置",selectModels:"选择模型",maxSelected:"(最多 5 个 \xb7 已选 {n})",searchModels:"搜索模型…",showAll:"显示全部 {n} 个模型",showLess:"收起",groundTruth:"真实值",buyHold:"买入持有"},strategy:{heading:"交易策略",intro:"我们的量化交易策略采用基于双因子打分的 Top-K 动量策略。机器学习模型预测未来股票收益,并据此构建投资组合。",coreTitle:"核心策略",core:[{label:"股票池",value:"沪深 300 成分股(130 只)"},{label:"组合规模",value:"前 20 只(等权重)"},{label:"调仓频率",value:"每 5 个交易日(约每周)"},{label:"交易成本",value:"0.3%(买入 0.15% + 卖出 0.15%)"}],scoringLabel:"打分公式���",scoringFormula:"score[i] = w_tomorrow \xd7 pred_tomorrow[i] + w_5day \xd7 pred_5day_mean[i]",items:[{title:"保守 (w_tomorrow=0.3, w_5day=0.7)",body:"更看重 5 日趋势预测而非次日波动,在震荡行情中更稳健、换手更低。适合追求稳健收益、风险厌恶型的投资者。"},{title:"均衡 (w_tomorrow=0.5, w_5day=0.5)",body:"短期与中期预测等权重,兼顾反应速度与稳定性。适合追求适度增长、风险均衡的投资者。"},{title:"激进 (w_tomorrow=0.8, w_5day=0.2)",body:"更看重次日预测以快速响应市场变化,换手率与敏感度更高。适合风险承受力强、追求最大超额收益的投资者。"}],backtestPeriod:"回测区间:2026-01-05 至 2026-05-25(91 个交易日)",marketCondition:"市场环境:熊市(沪深 300 成分股等权 -5.56%)",initialCapital:"初始资金:\xa51,000,000",disclaimerLabel:"免责声明",disclaimer:"本信息仅供参考,不构成具体的量化交易建议。历史表现不代表未来收益。受市场冲击、滑点与执行约束等因素影响,回测结果可能与实盘存在差异。投资决策前请自行研究并咨询专业金融人士。"}}};var G=s(2470),O=s(3297);function j(e){let{labels:r}=e,{resolvedTheme:s,setTheme:m}=(0,a.D)(),[o,i]=(0,_.useState)(!1);(0,_.useEffect)(()=>i(!0),[]);let l="dark"===s,d=o&&l?r.toLight:r.toDark;return(0,n.jsx)("button",{type:"button","aria-label":d,title:d,onClick:()=>m(l?"light":"dark"),className:"inline-flex h-9 w-9 items-center justify-center rounded-full border border-border text-muted transition-colors hover:border-border-strong hover:text-ink",children:o?l?(0,n.jsx)(G.A,{className:"h-[1.05rem] w-[1.05rem]"}):(0,n.jsx)(O.A,{className:"h-[1.05rem] w-[1.05rem]"}):(0,n.jsx)("span",{className:"h-4 w-4"})})}let I=JSON.parse('{"schema_version":"1.0","generated_at":"2026-06-14T14:53:44.000000+00:00","primary_metric":"mse","n_submissions":1153,"n_rejected":0,"tracks":{"stock":{"datasets":{"Stock-HS300":{"horizons":{"5":[{"model":"NBeats","mse":0.748273,"mae":0.604973,"rmse":0.865028,"corr":0.043629,"fit_time":149.58,"inference_time":0.9528,"n_runs":1,"submission_ids":["NBeats_stock_hs300_sl20_pl5_seed2024_1781236722"],"rank":1},{"model":"MTGNN","mse":0.748443,"mae":0.605942,"rmse":0.865126,"corr":0.036717,"fit_time":197.35,"inference_time":0.8468,"n_runs":1,"submission_ids":["MTGNN_stock_hs300_sl20_pl5_seed2024_1781236922"],"rank":2},{"model":"DFDGCN","mse":0.748509,"mae":0.605488,"rmse":0.865164,"corr":0.046667,"fit_time":666.83,"inference_time":0.9292,"n_runs":1,"submission_ids":["DFDGCN_stock_hs300_sl20_pl5_seed2024_1781236955"],"rank":3},{"model":"STPGNN","mse":0.748697,"mae":0.605082,"rmse":0.865273,"corr":0.027739,"fit_time":315.94,"inference_time":1.3405,"n_runs":1,"submission_ids":["STPGNN_stock_hs300_sl20_pl5_seed2024_1781236959"],"rank":4},{"model":"HimNet","mse":0.748804,"mae":0.605542,"rmse":0.865334,"corr":0.048446,"fit_time":1064.49,"inference_time":1.1899,"n_runs":1,"submission_ids":["HimNet_stock_hs300_sl20_pl5_seed2024_1781236968"],"rank":5},{"model":"GWNet","mse":0.748908,"mae":0.605385,"rmse":0.865395,"corr":0.046508,"fit_time":496.11,"inference_time":0.9573,"n_runs":1,"submission_ids":["GWNet_stock_hs300_sl20_pl5_seed2024_1781236912"],"rank":6},{"model":"STNorm","mse":0.749,"mae":0.605601,"rmse":0.865448,"corr":0.045696,"fit_time":251.82,"inference_time":0.7526,"n_runs":1,"submission_ids":["STNorm_stock_hs300_sl20_pl5_seed2024_1781236930"],"rank":7},{"model":"STGCN","mse":0.749662,"mae":0.606146,"rmse":0.86583,"corr":0.021425,"fit_time":344.3,"inference_time":2.0134,"n_runs":1,"submission_ids":["STGCN_stock_hs300_sl20_pl5_seed2024_1781236914"],"rank":8},{"model":"DSTAGNN","mse":0.749756,"mae":0.606446,"rmse":0.865884,"corr":0.007514,"fit_time":1071.61,"inference_time":0.8825,"n_runs":1,"submission_ids":["DSTAGNN_stock_hs300_sl20_pl5_seed2024_1781236986"],"rank":9},{"model":"STWave","mse":0.749824,"mae":0.606603,"rmse":0.865924,"corr":0.021607,"fit_time":87.52,"inference_time":0.2492,"n_runs":1,"submission_ids":["STWave_stock_hs300_sl20_pl5_seed2024_1781240553"],"rank":10},{"model":"LSTM","mse":0.749996,"mae":0.606806,"rmse":0.866023,"corr":0.018216,"fit_time":85.19,"inference_time":1.0687,"n_runs":1,"submission_ids":["LSTM_stock_hs300_sl20_pl5_seed2024_1781236990"],"rank":11},{"model":"StemGNN","mse":0.750016,"mae":0.606462,"rmse":0.866035,"corr":0.002235,"fit_time":194.4,"inference_time":1.1044,"n_runs":1,"submission_ids":["StemGNN_stock_hs300_sl20_pl5_seed2024_1781236933"],"rank":12},{"model":"D2STGNN","mse":0.750024,"mae":0.60674,"rmse":0.86604,"corr":0.001965,"fit_time":315.24,"inference_time":1.135,"n_runs":1,"submission_ids":["D2STGNN_stock_hs300_sl20_pl5_seed2024_1781236963"],"rank":13},{"model":"DGCRN","mse":0.750068,"mae":0.606168,"rmse":0.866065,"corr":-0.009867,"fit_time":857.41,"inference_time":1.6396,"n_runs":1,"submission_ids":["DGCRN_stock_hs300_sl20_pl5_seed2024_1781236948"],"rank":14},{"model":"GTS","mse":0.750194,"mae":0.605244,"rmse":0.866137,"corr":0.011292,"fit_time":1110.45,"inference_time":0.9053,"n_runs":1,"submission_ids":["GTS_stock_hs300_sl20_pl5_seed2024_1781236943"],"rank":15},{"model":"DeepAR","mse":0.750201,"mae":0.606531,"rmse":0.866142,"corr":0.026758,"fit_time":63.32,"inference_time":0.4196,"n_runs":1,"submission_ids":["DeepAR_stock_hs300_sl20_pl5_seed2024_1781236396"],"rank":16},{"model":"Informer","mse":0.750288,"mae":0.605847,"rmse":0.866192,"corr":0.00311,"fit_time":959.58,"inference_time":1.3608,"n_runs":1,"submission_ids":["Informer_stock_hs300_sl20_pl5_seed2024_1781236669"],"rank":17},{"model":"Linear","mse":0.750691,"mae":0.606682,"rmse":0.866424,"corr":0.026943,"fit_time":350.8,"inference_time":1.6507,"n_runs":1,"submission_ids":["Linear_stock_hs300_sl20_pl5_seed2024_1781236687"],"rank":18},{"model":"DCRNN","mse":0.751315,"mae":0.607388,"rmse":0.866784,"corr":0.004665,"fit_time":1293.72,"inference_time":0.5223,"n_runs":1,"submission_ids":["DCRNN_stock_hs300_sl20_pl5_seed2024_1781236916"],"rank":19},{"model":"DLinear","mse":0.751363,"mae":0.607249,"rmse":0.866812,"corr":0.019001,"fit_time":53.51,"inference_time":0.2293,"n_runs":1,"submission_ids":["DLinear_stock_hs300_sl20_pl5_seed2024_1781236371"],"rank":20},{"model":"STID","mse":0.751807,"mae":0.607504,"rmse":0.867068,"corr":0.014413,"fit_time":92.22,"inference_time":1.3537,"n_runs":1,"submission_ids":["STID_stock_hs300_sl20_pl5_seed2024_1781236908"],"rank":21},{"model":"STGODE","mse":0.752386,"mae":0.606867,"rmse":0.867402,"corr":0.026764,"fit_time":516.13,"inference_time":1.2599,"n_runs":1,"submission_ids":["STGODE_stock_hs300_sl20_pl5_seed2024_1781236943"],"rank":22},{"model":"BiST","mse":0.752655,"mae":0.608185,"rmse":0.867557,"corr":0.034942,"fit_time":132,"inference_time":1.6365,"n_runs":1,"submission_ids":["BiST_stock_hs300_sl20_pl5_seed2024_1781236898"],"rank":23},{"model":"Transformer","mse":0.752804,"mae":0.608761,"rmse":0.867642,"corr":0.004778,"fit_time":253.22,"inference_time":2.1471,"n_runs":1,"submission_ids":["Transformer_stock_hs300_sl20_pl5_seed2024_1781236878"],"rank":24},{"model":"STOP","mse":0.753477,"mae":0.606886,"rmse":0.868031,"corr":0.021452,"fit_time":66.2,"inference_time":0.9638,"n_runs":1,"submission_ids":["STOP_stock_hs300_sl20_pl5_seed2024_1781236904"],"rank":25},{"model":"Reformer","mse":0.753722,"mae":0.609287,"rmse":0.868172,"corr":0.004038,"fit_time":110.53,"inference_time":1.0091,"n_runs":1,"submission_ids":["Reformer_stock_hs300_sl20_pl5_seed2024_1781236778"],"rank":26},{"model":"LightTS","mse":0.75476,"mae":0.609639,"rmse":0.868769,"corr":0.007214,"fit_time":257.97,"inference_time":1.2964,"n_runs":1,"submission_ids":["LightTS_stock_hs300_sl20_pl5_seed2024_1781236685"],"rank":27},{"model":"Pyraformer","mse":0.754836,"mae":0.609318,"rmse":0.868813,"corr":0.000629,"fit_time":160.17,"inference_time":1.9435,"n_runs":1,"submission_ids":["Pyraformer_stock_hs300_sl20_pl5_seed2024_1781236772"],"rank":28},{"model":"Crossformer","mse":0.756485,"mae":0.610912,"rmse":0.869762,"corr":-0.002426,"fit_time":154.63,"inference_time":0.5485,"n_runs":2,"submission_ids":["Crossformer_stock_hs300_sl20_pl5_seed2024_1781236359","Crossformer_stock_hs300_sl20_pl5_seed2024_1781236625"],"rank":29},{"model":"AGCRN","mse":0.758029,"mae":0.613618,"rmse":0.870649,"corr":0.012411,"fit_time":476.53,"inference_time":1.1391,"n_runs":1,"submission_ids":["AGCRN_stock_hs300_sl20_pl5_seed2024_1781236924"],"rank":30},{"model":"TSMixer","mse":0.758071,"mae":0.61002,"rmse":0.870673,"corr":0.010474,"fit_time":263.97,"inference_time":1.6113,"n_runs":1,"submission_ids":["TSMixer_stock_hs300_sl20_pl5_seed2024_1781236819"],"rank":31},{"model":"UMixer","mse":0.758462,"mae":0.609852,"rmse":0.870897,"corr":-0.010879,"fit_time":767.44,"inference_time":0.7149,"n_runs":1,"submission_ids":["UMixer_stock_hs300_sl20_pl5_seed2024_1781236901"],"rank":32},{"model":"MAGE","mse":0.759717,"mae":0.612623,"rmse":0.871617,"corr":-0.011845,"fit_time":500.47,"inference_time":0.4033,"n_runs":1,"submission_ids":["MAGE_stock_hs300_sl20_pl5_seed2024_1781236901"],"rank":33},{"model":"DUET","mse":0.759726,"mae":0.611243,"rmse":0.871623,"corr":-0.007624,"fit_time":229.97,"inference_time":1.8704,"n_runs":2,"submission_ids":["DUET_stock_hs300_sl20_pl5_seed2024_1781236389","DUET_stock_hs300_sl20_pl5_seed2024_1781236627"],"rank":34},{"model":"STAEformer","mse":0.759994,"mae":0.612514,"rmse":0.871777,"corr":-0.011403,"fit_time":158.76,"inference_time":0.8196,"n_runs":1,"submission_ids":["STAEformer_stock_hs300_sl20_pl5_seed2024_1781236940"],"rank":35},{"model":"STTN","mse":0.760288,"mae":0.612501,"rmse":0.871945,"corr":0.01793,"fit_time":281.97,"inference_time":0.6625,"n_runs":1,"submission_ids":["STTN_stock_hs300_sl20_pl5_seed2024_1781236982"],"rank":36},{"model":"BigST","mse":0.760408,"mae":0.61202,"rmse":0.872014,"corr":-0.019184,"fit_time":890.98,"inference_time":0.835,"n_runs":1,"submission_ids":["BigST_stock_hs300_sl20_pl5_seed2024_1781236972"],"rank":37},{"model":"FreTS","mse":0.76248,"mae":0.614121,"rmse":0.873201,"corr":0.033319,"fit_time":31.38,"inference_time":0.2866,"n_runs":1,"submission_ids":["FreTS_stock_hs300_sl20_pl5_seed2024_1781236451"],"rank":38},{"model":"MoFo","mse":0.777274,"mae":0.618183,"rmse":0.881632,"corr":-0.016988,"fit_time":27.4,"inference_time":0.2184,"n_runs":1,"submission_ids":["MoFo_stock_hs300_sl20_pl5_seed2024_1781240552"],"rank":39},{"model":"PatchTST","mse":0.778499,"mae":0.618958,"rmse":0.882326,"corr":-0.017642,"fit_time":622.83,"inference_time":0.8009,"n_runs":1,"submission_ids":["PatchTST_stock_hs300_sl20_pl5_seed2024_1781236763"],"rank":40},{"model":"SOFTS","mse":0.778766,"mae":0.617647,"rmse":0.882477,"corr":-0.013633,"fit_time":154.26,"inference_time":1.3748,"n_runs":1,"submission_ids":["SOFTS_stock_hs300_sl20_pl5_seed2024_1781236791"],"rank":41},{"model":"CARD","mse":0.780265,"mae":0.618385,"rmse":0.883326,"corr":-0.020287,"fit_time":46.83,"inference_time":0.2929,"n_runs":1,"submission_ids":["CARD_stock_hs300_sl20_pl5_seed2024_1781236316"],"rank":42},{"model":"PAttn","mse":0.780946,"mae":0.621196,"rmse":0.883712,"corr":-0.021588,"fit_time":317.32,"inference_time":1.7187,"n_runs":1,"submission_ids":["PAttn_stock_hs300_sl20_pl5_seed2024_1781236741"],"rank":43},{"model":"S_Mamba","mse":0.7812,"mae":0.618595,"rmse":0.883855,"corr":-0.018873,"fit_time":561,"inference_time":1.1788,"n_runs":1,"submission_ids":["S_Mamba_stock_hs300_sl20_pl5_seed2024_1781236801"],"rank":44},{"model":"NHiTS","mse":0.781241,"mae":0.619903,"rmse":0.883878,"corr":-0.017351,"fit_time":159.12,"inference_time":1.0489,"n_runs":1,"submission_ids":["NHiTS_stock_hs300_sl20_pl5_seed2024_1781236725"],"rank":45},{"model":"Fredformer","mse":0.78151,"mae":0.618714,"rmse":0.884031,"corr":-0.028864,"fit_time":87.64,"inference_time":0.4022,"n_runs":2,"submission_ids":["Fredformer_stock_hs300_sl20_pl5_seed2024_1781236457","Fredformer_stock_hs300_sl20_pl5_seed2024_1781236647"],"rank":46},{"model":"MultiPatchFormer","mse":0.781746,"mae":0.619547,"rmse":0.884164,"corr":-0.038343,"fit_time":94.37,"inference_time":0.687,"n_runs":1,"submission_ids":["MultiPatchFormer_stock_hs300_sl20_pl5_seed2024_1781240553"],"rank":47},{"model":"WPMixer","mse":0.781767,"mae":0.619704,"rmse":0.884176,"corr":-0.039678,"fit_time":415.83,"inference_time":0.8503,"n_runs":1,"submission_ids":["WPMixer_stock_hs300_sl20_pl5_seed2024_1781236886"],"rank":48},{"model":"ModernTCN","mse":0.781932,"mae":0.619481,"rmse":0.884269,"corr":-0.040879,"fit_time":109.8,"inference_time":0.7323,"n_runs":1,"submission_ids":["ModernTCN_stock_hs300_sl20_pl5_seed2024_1781236716"],"rank":49},{"model":"WaveNet","mse":0.782133,"mae":0.619164,"rmse":0.884383,"corr":-0.048181,"fit_time":231.62,"inference_time":1.4418,"n_runs":1,"submission_ids":["WaveNet_stock_hs300_sl20_pl5_seed2024_1781236888"],"rank":50},{"model":"TiDE","mse":0.78231,"mae":0.61951,"rmse":0.884483,"corr":-0.040735,"fit_time":2236.58,"inference_time":1.2803,"n_runs":1,"submission_ids":["TiDE_stock_hs300_sl20_pl5_seed2024_1781236829"],"rank":51},{"model":"NSTransformer","mse":0.782356,"mae":0.622059,"rmse":0.884509,"corr":-0.028664,"fit_time":136.91,"inference_time":1.4198,"n_runs":1,"submission_ids":["NSTransformer_stock_hs300_sl20_pl5_seed2024_1781236732"],"rank":52},{"model":"TexFilter","mse":0.782699,"mae":0.620424,"rmse":0.884703,"corr":-0.03667,"fit_time":104.88,"inference_time":1.5517,"n_runs":1,"submission_ids":["TexFilter_stock_hs300_sl20_pl5_seed2024_1781236825"],"rank":53},{"model":"TimeKAN","mse":0.783053,"mae":0.619332,"rmse":0.884903,"corr":-0.048674,"fit_time":562.01,"inference_time":1.067,"n_runs":1,"submission_ids":["TimeKAN_stock_hs300_sl20_pl5_seed2024_1781236854"],"rank":54},{"model":"DTAF","mse":0.783355,"mae":0.620682,"rmse":0.885073,"corr":-0.043557,"fit_time":82.53,"inference_time":0.3132,"n_runs":1,"submission_ids":["DTAF_stock_hs300_sl20_pl5_seed2024_1781236384"],"rank":55},{"model":"TimeEmb","mse":0.783455,"mae":0.619635,"rmse":0.88513,"corr":-0.050948,"fit_time":295.4,"inference_time":1.4106,"n_runs":1,"submission_ids":["TimeEmb_stock_hs300_sl20_pl5_seed2024_1781236847"],"rank":56},{"model":"Amplifier","mse":0.783475,"mae":0.619916,"rmse":0.885141,"corr":-0.023819,"fit_time":47.44,"inference_time":0.2035,"n_runs":1,"submission_ids":["Amplifier_stock_hs300_sl20_pl5_seed2024_1781240552"],"rank":57},{"model":"PaiFilter","mse":0.783598,"mae":0.619651,"rmse":0.88521,"corr":-0.051928,"fit_time":97.57,"inference_time":0.9558,"n_runs":1,"submission_ids":["PaiFilter_stock_hs300_sl20_pl5_seed2024_1781236756"],"rank":58},{"model":"TimeBridge","mse":0.783674,"mae":0.620038,"rmse":0.885254,"corr":-0.045593,"fit_time":307.26,"inference_time":1.1959,"n_runs":1,"submission_ids":["TimeBridge_stock_hs300_sl20_pl5_seed2024_1781236842"],"rank":59},{"model":"RLinear","mse":0.78386,"mae":0.620255,"rmse":0.885359,"corr":-0.04209,"fit_time":513.39,"inference_time":0.9297,"n_runs":1,"submission_ids":["RLinear_stock_hs300_sl20_pl5_seed2024_1781236775"],"rank":60},{"model":"TimeXer","mse":0.784308,"mae":0.621319,"rmse":0.885612,"corr":-0.033743,"fit_time":261,"inference_time":1.2632,"n_runs":1,"submission_ids":["TimeXer_stock_hs300_sl20_pl5_seed2024_1781236871"],"rank":61},{"model":"DSFormer","mse":0.78435,"mae":0.620485,"rmse":0.885635,"corr":-0.034881,"fit_time":82.56,"inference_time":0.3298,"n_runs":1,"submission_ids":["DSFormer_stock_hs300_sl20_pl5_seed2024_1781236378"],"rank":62},{"model":"xPatch","mse":0.784359,"mae":0.620218,"rmse":0.88564,"corr":-0.043945,"fit_time":306.09,"inference_time":1.3407,"n_runs":1,"submission_ids":["xPatch_stock_hs300_sl20_pl5_seed2024_1781236895"],"rank":63},{"model":"Sumba","mse":0.784754,"mae":0.620483,"rmse":0.885863,"corr":-0.045806,"fit_time":132.54,"inference_time":1.8217,"n_runs":1,"submission_ids":["Sumba_stock_hs300_sl20_pl5_seed2024_1781236814"],"rank":64},{"model":"TimeMosaic","mse":0.785416,"mae":0.620813,"rmse":0.886237,"corr":-0.04959,"fit_time":491.82,"inference_time":0.7906,"n_runs":1,"submission_ids":["TimeMosaic_stock_hs300_sl20_pl5_seed2024_1781236861"],"rank":65},{"model":"TimeFilter","mse":0.785522,"mae":0.620877,"rmse":0.886297,"corr":-0.030638,"fit_time":567.51,"inference_time":0.9774,"n_runs":1,"submission_ids":["TimeFilter_stock_hs300_sl20_pl5_seed2024_1781236851"],"rank":66},{"model":"SVTime","mse":0.78559,"mae":0.621526,"rmse":0.886335,"corr":-0.0302,"fit_time":486.01,"inference_time":0.874,"n_runs":1,"submission_ids":["SVTime_stock_hs300_sl20_pl5_seed2024_1781236797"],"rank":67},{"model":"CycleNet","mse":0.785628,"mae":0.621041,"rmse":0.886357,"corr":-0.041862,"fit_time":52.61,"inference_time":0.1898,"n_runs":1,"submission_ids":["CycleNet_stock_hs300_sl20_pl5_seed2024_1781236365"],"rank":68},{"model":"PWS","mse":0.786195,"mae":0.6209,"rmse":0.886677,"corr":-0.049764,"fit_time":174.03,"inference_time":1.2625,"n_runs":1,"submission_ids":["PWS_stock_hs300_sl20_pl5_seed2024_1781236753"],"rank":69},{"model":"TimeAlign","mse":0.78654,"mae":0.620893,"rmse":0.886871,"corr":-0.049592,"fit_time":486.03,"inference_time":0.8835,"n_runs":1,"submission_ids":["TimeAlign_stock_hs300_sl20_pl5_seed2024_1781236835"],"rank":70},{"model":"MSGNet","mse":0.786819,"mae":0.621966,"rmse":0.887028,"corr":-0.042581,"fit_time":110.74,"inference_time":0.2946,"n_runs":1,"submission_ids":["MSGNet_stock_hs300_sl20_pl5_seed2024_1781240553"],"rank":71},{"model":"MTSMixer","mse":0.786849,"mae":0.62144,"rmse":0.887045,"corr":-0.0441,"fit_time":89.63,"inference_time":0.6836,"n_runs":1,"submission_ids":["MTSMixer_stock_hs300_sl20_pl5_seed2024_1781236703"],"rank":72},{"model":"SparseTSF","mse":0.786963,"mae":0.622492,"rmse":0.887109,"corr":-0.053724,"fit_time":529.43,"inference_time":0.9207,"n_runs":1,"submission_ids":["SparseTSF_stock_hs300_sl20_pl5_seed2024_1781236810"],"rank":73},{"model":"CATS","mse":0.787253,"mae":0.622767,"rmse":0.887273,"corr":-0.049002,"fit_time":26.41,"inference_time":0.166,"n_runs":1,"submission_ids":["CATS_stock_hs300_sl20_pl5_seed2024_1781236322"],"rank":74},{"model":"HDMixer","mse":0.787428,"mae":0.622187,"rmse":0.887371,"corr":-0.04439,"fit_time":104.5,"inference_time":0.5926,"n_runs":2,"submission_ids":["HDMixer_stock_hs300_sl20_pl5_seed2024_1781236496","HDMixer_stock_hs300_sl20_pl5_seed2024_1781236656"],"rank":75},{"model":"TimePerceiver","mse":0.787539,"mae":0.622028,"rmse":0.887434,"corr":-0.047158,"fit_time":300.31,"inference_time":1.1303,"n_runs":1,"submission_ids":["TimePerceiver_stock_hs300_sl20_pl5_seed2024_1781236868"],"rank":76},{"model":"CrossLinear","mse":0.787809,"mae":0.622776,"rmse":0.887586,"corr":-0.039592,"fit_time":24.42,"inference_time":0.2356,"n_runs":1,"submission_ids":["CrossLinear_stock_hs300_sl20_pl5_seed2024_1781236353"],"rank":77},{"model":"FeTS","mse":0.788049,"mae":0.621825,"rmse":0.887721,"corr":-0.044683,"fit_time":56.8,"inference_time":0.3284,"n_runs":2,"submission_ids":["FeTS_stock_hs300_sl20_pl5_seed2024_1781236439","FeTS_stock_hs300_sl20_pl5_seed2024_1781236640"],"rank":78},{"model":"Koopa","mse":0.788142,"mae":0.621842,"rmse":0.887774,"corr":-0.044164,"fit_time":1159.68,"inference_time":0.3832,"n_runs":1,"submission_ids":["Koopa_stock_hs300_sl20_pl5_seed2024_1781236675"],"rank":79},{"model":"SRSNet","mse":0.788286,"mae":0.624099,"rmse":0.887855,"corr":-0.037272,"fit_time":457.61,"inference_time":2.5216,"n_runs":1,"submission_ids":["SRSNet_stock_hs300_sl20_pl5_seed2024_1781236794"],"rank":80},{"model":"MambaSimple","mse":0.788368,"mae":0.622048,"rmse":0.887901,"corr":-0.0452,"fit_time":71.63,"inference_time":0.5957,"n_runs":1,"submission_ids":["MambaSimple_stock_hs300_sl20_pl5_seed2024_1781236706"],"rank":81},{"model":"TimeO1","mse":0.788522,"mae":0.622147,"rmse":0.887988,"corr":-0.042565,"fit_time":312.64,"inference_time":1.2131,"n_runs":1,"submission_ids":["TimeO1_stock_hs300_sl20_pl5_seed2024_1781236864"],"rank":82},{"model":"Kronos","mse":0.788539,"mae":0.622254,"rmse":0.887997,"corr":-0.044845,"fit_time":67.39,"inference_time":0.3819,"n_runs":2,"submission_ids":["Kronos_stock_hs300_sl20_pl5_seed2024_1781236538","Kronos_stock_hs300_sl20_pl5_seed2024_1781236678"],"rank":83},{"model":"CrossGNN","mse":0.788696,"mae":0.623017,"rmse":0.888086,"corr":-0.043081,"fit_time":506.31,"inference_time":1.0061,"n_runs":2,"submission_ids":["CrossGNN_stock_hs300_sl20_pl5_seed2024_1781236347","CrossGNN_stock_hs300_sl20_pl5_seed2024_1781236621"],"rank":84},{"model":"FTP","mse":0.788701,"mae":0.622262,"rmse":0.888089,"corr":-0.042813,"fit_time":56.28,"inference_time":0.249,"n_runs":1,"submission_ids":["FTP_stock_hs300_sl20_pl5_seed2024_1781236432"],"rank":85},{"model":"Sonnet","mse":0.788942,"mae":0.622403,"rmse":0.888224,"corr":-0.043616,"fit_time":269.69,"inference_time":1.6294,"n_runs":1,"submission_ids":["Sonnet_stock_hs300_sl20_pl5_seed2024_1781236807"],"rank":86},{"model":"TiRex","mse":0.789212,"mae":0.622693,"rmse":0.888376,"corr":-0.043504,"fit_time":316.37,"inference_time":1.2078,"n_runs":1,"submission_ids":["TiRex_stock_hs300_sl20_pl5_seed2024_1781236832"],"rank":87},{"model":"PhaseFormer","mse":0.78939,"mae":0.622457,"rmse":0.888476,"corr":-0.048141,"fit_time":204.86,"inference_time":1.5041,"n_runs":1,"submission_ids":["PhaseFormer_stock_hs300_sl20_pl5_seed2024_1781236769"],"rank":88},{"model":"SEMPO","mse":0.78953,"mae":0.622817,"rmse":0.888555,"corr":-0.042447,"fit_time":243,"inference_time":1.6507,"n_runs":1,"submission_ids":["SEMPO_stock_hs300_sl20_pl5_seed2024_1781236788"],"rank":89},{"model":"PULSE","mse":0.789555,"mae":0.622432,"rmse":0.888569,"corr":-0.047988,"fit_time":167.15,"inference_time":1.2333,"n_runs":1,"submission_ids":["PULSE_stock_hs300_sl20_pl5_seed2024_1781236750"],"rank":90},{"model":"MAFS","mse":0.789582,"mae":0.622856,"rmse":0.888584,"corr":-0.042251,"fit_time":119.21,"inference_time":0.7483,"n_runs":1,"submission_ids":["MAFS_stock_hs300_sl20_pl5_seed2024_1781236691"],"rank":91},{"model":"FITS","mse":0.789754,"mae":0.623128,"rmse":0.888681,"corr":-0.047175,"fit_time":61.99,"inference_time":0.2119,"n_runs":1,"submission_ids":["FITS_stock_hs300_sl20_pl5_seed2024_1781236426"],"rank":92},{"model":"Pathformer","mse":0.789849,"mae":0.62378,"rmse":0.888734,"corr":-0.041146,"fit_time":351.52,"inference_time":0.5865,"n_runs":1,"submission_ids":["Pathformer_stock_hs300_sl20_pl5_seed2024_1781240553"],"rank":93},{"model":"PatchMLP","mse":0.78994,"mae":0.623795,"rmse":0.888786,"corr":-0.02399,"fit_time":22.93,"inference_time":0.189,"n_runs":1,"submission_ids":["PatchMLP_stock_hs300_sl20_pl5_seed2024_1781240553"],"rank":94},{"model":"iTransformer","mse":0.789981,"mae":0.623901,"rmse":0.888809,"corr":0.00809,"fit_time":238.18,"inference_time":1.3836,"n_runs":1,"submission_ids":["iTransformer_stock_hs300_sl20_pl5_seed2024_1781236891"],"rank":95},{"model":"S4","mse":0.790099,"mae":0.623485,"rmse":0.888875,"corr":-0.041913,"fit_time":233.52,"inference_time":1.6406,"n_runs":1,"submission_ids":["S4_stock_hs300_sl20_pl5_seed2024_1781236781"],"rank":96},{"model":"MixLinear","mse":0.790503,"mae":0.624501,"rmse":0.889102,"corr":-0.054362,"fit_time":30.2,"inference_time":0.17,"n_runs":1,"submission_ids":["MixLinear_stock_hs300_sl20_pl5_seed2024_1781240553"],"rank":97},{"model":"ImplicitForecaster","mse":0.79058,"mae":0.623109,"rmse":0.889146,"corr":-0.044233,"fit_time":69.69,"inference_time":0.361,"n_runs":2,"submission_ids":["ImplicitForecaster_stock_hs300_sl20_pl5_seed2024_1781236514","ImplicitForecaster_stock_hs300_sl20_pl5_seed2024_1781236665"],"rank":98},{"model":"FEDformer","mse":0.790759,"mae":0.624265,"rmse":0.889246,"corr":-0.043317,"fit_time":200.75,"inference_time":0.7264,"n_runs":2,"submission_ids":["FEDformer_stock_hs300_sl20_pl5_seed2024_1781236420","FEDformer_stock_hs300_sl20_pl5_seed2024_1781236638"],"rank":99},{"model":"CMoS","mse":0.790941,"mae":0.62462,"rmse":0.889349,"corr":-0.059247,"fit_time":74.17,"inference_time":0.3062,"n_runs":1,"submission_ids":["CMoS_stock_hs300_sl20_pl5_seed2024_1781236328"],"rank":100},{"model":"AMRC","mse":0.790983,"mae":0.623384,"rmse":0.889372,"corr":-0.040235,"fit_time":21.74,"inference_time":0.1294,"n_runs":1,"submission_ids":["AMRC_stock_hs300_sl20_pl5_seed2024_1781236279"],"rank":101},{"model":"MMPD","mse":0.790986,"mae":0.623362,"rmse":0.889374,"corr":-0.040641,"fit_time":120.84,"inference_time":0.7386,"n_runs":1,"submission_ids":["MMPD_stock_hs300_sl20_pl5_seed2024_1781236697"],"rank":102},{"model":"HMformer","mse":0.791245,"mae":0.623833,"rmse":0.88952,"corr":-0.042289,"fit_time":66.83,"inference_time":0.404,"n_runs":2,"submission_ids":["HMformer_stock_hs300_sl20_pl5_seed2024_1781236502","HMformer_stock_hs300_sl20_pl5_seed2024_1781236659"],"rank":103},{"model":"CoRA","mse":0.791259,"mae":0.623766,"rmse":0.889527,"corr":-0.044148,"fit_time":38.96,"inference_time":0.1424,"n_runs":1,"submission_ids":["CoRA_stock_hs300_sl20_pl5_seed2024_1781236341"],"rank":104},{"model":"DistDF","mse":0.791319,"mae":0.623313,"rmse":0.889561,"corr":-0.046882,"fit_time":98.36,"inference_time":0.402,"n_runs":2,"submission_ids":["DistDF_stock_hs300_sl20_pl5_seed2024_1781236402","DistDF_stock_hs300_sl20_pl5_seed2024_1781236631"],"rank":105},{"model":"OLinear","mse":0.791494,"mae":0.623355,"rmse":0.88966,"corr":-0.04639,"fit_time":155.85,"inference_time":0.9967,"n_runs":1,"submission_ids":["OLinear_stock_hs300_sl20_pl5_seed2024_1781236734"],"rank":106},{"model":"COSA","mse":0.791519,"mae":0.623505,"rmse":0.889673,"corr":-0.039552,"fit_time":37.36,"inference_time":0.2439,"n_runs":1,"submission_ids":["COSA_stock_hs300_sl20_pl5_seed2024_1781236334"],"rank":107},{"model":"LatentTSF","mse":0.791589,"mae":0.623959,"rmse":0.889713,"corr":-0.046177,"fit_time":106.93,"inference_time":0.6288,"n_runs":1,"submission_ids":["LatentTSF_stock_hs300_sl20_pl5_seed2024_1781236681"],"rank":108},{"model":"GTR","mse":0.791848,"mae":0.623362,"rmse":0.889859,"corr":-0.043493,"fit_time":64.03,"inference_time":0.412,"n_runs":2,"submission_ids":["GTR_stock_hs300_sl20_pl5_seed2024_1781236470","GTR_stock_hs300_sl20_pl5_seed2024_1781236653"],"rank":109},{"model":"NLinear","mse":0.792078,"mae":0.624555,"rmse":0.889988,"corr":-0.036589,"fit_time":457.69,"inference_time":1.0697,"n_runs":1,"submission_ids":["NLinear_stock_hs300_sl20_pl5_seed2024_1781236728"],"rank":110},{"model":"BiMamba","mse":0.792108,"mae":0.624171,"rmse":0.890004,"corr":-0.036542,"fit_time":85.7,"inference_time":0.2867,"n_runs":1,"submission_ids":["BiMamba_stock_hs300_sl20_pl5_seed2024_1781236309"],"rank":111},{"model":"FiLM","mse":0.792127,"mae":0.626225,"rmse":0.890015,"corr":-0.035001,"fit_time":87.6,"inference_time":0.4452,"n_runs":2,"submission_ids":["FiLM_stock_hs300_sl20_pl5_seed2024_1781236445","FiLM_stock_hs300_sl20_pl5_seed2024_1781236644"],"rank":112},{"model":"OccamVTS","mse":0.792419,"mae":0.624023,"rmse":0.890179,"corr":-0.039904,"fit_time":157.79,"inference_time":1.0913,"n_runs":1,"submission_ids":["OccamVTS_stock_hs300_sl20_pl5_seed2024_1781236737"],"rank":113},{"model":"APN","mse":0.792867,"mae":0.624675,"rmse":0.890431,"corr":-0.044631,"fit_time":20.03,"inference_time":0.149,"n_runs":1,"submission_ids":["APN_stock_hs300_sl20_pl5_seed2024_1781236285"],"rank":114},{"model":"DynamicTMoE","mse":0.792969,"mae":0.624705,"rmse":0.890488,"corr":-0.04138,"fit_time":57.79,"inference_time":0.3236,"n_runs":1,"submission_ids":["DynamicTMoE_stock_hs300_sl20_pl5_seed2024_1781236408"],"rank":115},{"model":"HN_MVTS","mse":0.793012,"mae":0.624364,"rmse":0.890512,"corr":-0.041067,"fit_time":69.63,"inference_time":0.3598,"n_runs":2,"submission_ids":["HN_MVTS_stock_hs300_sl20_pl5_seed2024_1781236508","HN_MVTS_stock_hs300_sl20_pl5_seed2024_1781236662"],"rank":116},{"model":"Autoformer","mse":0.793109,"mae":0.626298,"rmse":0.890567,"corr":-0.035878,"fit_time":75.52,"inference_time":0.3438,"n_runs":1,"submission_ids":["Autoformer_stock_hs300_sl20_pl5_seed2024_1781236303"],"rank":117},{"model":"RPMixer","mse":0.793962,"mae":0.623962,"rmse":0.891045,"corr":-0.028118,"fit_time":154.85,"inference_time":0.9065,"n_runs":1,"submission_ids":["RPMixer_stock_hs300_sl20_pl5_seed2024_1781236995"],"rank":118},{"model":"TSRAG","mse":0.795169,"mae":0.625724,"rmse":0.891722,"corr":-0.041846,"fit_time":295.9,"inference_time":1.4767,"n_runs":1,"submission_ids":["TSRAG_stock_hs300_sl20_pl5_seed2024_1781236822"],"rank":119},{"model":"TimeCAP","mse":0.795296,"mae":0.625965,"rmse":0.891794,"corr":-0.042047,"fit_time":313.3,"inference_time":1.2458,"n_runs":1,"submission_ids":["TimeCAP_stock_hs300_sl20_pl5_seed2024_1781236844"],"rank":120},{"model":"PMDformer","mse":0.795615,"mae":0.625996,"rmse":0.891973,"corr":-0.041181,"fit_time":169.53,"inference_time":1.2193,"n_runs":1,"submission_ids":["PMDformer_stock_hs300_sl20_pl5_seed2024_1781236747"],"rank":121},{"model":"Aurora","mse":0.797391,"mae":0.627007,"rmse":0.892967,"corr":-0.041417,"fit_time":21.67,"inference_time":0.1593,"n_runs":1,"submission_ids":["Aurora_stock_hs300_sl20_pl5_seed2024_1781236297"],"rank":122},{"model":"TimeMixer","mse":0.797831,"mae":0.62792,"rmse":0.893214,"corr":-0.03256,"fit_time":282.18,"inference_time":1.298,"n_runs":1,"submission_ids":["TimeMixer_stock_hs300_sl20_pl5_seed2024_1781236857"],"rank":123},{"model":"TimesNet","mse":0.798281,"mae":0.62662,"rmse":0.893466,"corr":-0.051665,"fit_time":680.61,"inference_time":1.147,"n_runs":1,"submission_ids":["TimesNet_stock_hs300_sl20_pl5_seed2024_1781236877"],"rank":124},{"model":"SegRNN","mse":0.79906,"mae":0.626959,"rmse":0.893901,"corr":-0.040744,"fit_time":243.98,"inference_time":1.571,"n_runs":1,"submission_ids":["SegRNN_stock_hs300_sl20_pl5_seed2024_1781236803"],"rank":125},{"model":"PHAT","mse":0.805689,"mae":0.630987,"rmse":0.897602,"corr":-0.029194,"fit_time":1309.58,"inference_time":1.3997,"n_runs":1,"submission_ids":["PHAT_stock_hs300_sl20_pl5_seed2024_1781236744"],"rank":126},{"model":"GOTSF","mse":0.865553,"mae":0.652112,"rmse":0.930351,"corr":-0.016602,"fit_time":154.9,"inference_time":0.5801,"n_runs":2,"submission_ids":["GOTSF_stock_hs300_sl20_pl5_seed2024_1781236464","GOTSF_stock_hs300_sl20_pl5_seed2024_1781236650"],"rank":127},{"model":"SymTime","mse":0.868517,"mae":0.653546,"rmse":0.931943,"corr":-0.014658,"fit_time":528.7,"inference_time":0.8544,"n_runs":1,"submission_ids":["SymTime_stock_hs300_sl20_pl5_seed2024_1781236816"],"rank":128},{"model":"InterPDN","mse":0.887464,"mae":0.661415,"rmse":0.942053,"corr":-0.013165,"fit_time":186.21,"inference_time":0.9334,"n_runs":2,"submission_ids":["InterPDN_stock_hs300_sl20_pl5_seed2024_1781236526","InterPDN_stock_hs300_sl20_pl5_seed2024_1781236672"],"rank":129},{"model":"ETSformer","mse":0.887935,"mae":0.668471,"rmse":0.942303,"corr":-0.056615,"fit_time":969.81,"inference_time":1.0811,"n_runs":1,"submission_ids":["ETSformer_stock_hs300_sl20_pl5_seed2024_1781236634"],"rank":130},{"model":"SCINet","mse":0.8894,"mae":0.66727,"rmse":0.94308,"corr":-0.053905,"fit_time":583.89,"inference_time":1.1627,"n_runs":1,"submission_ids":["SCINet_stock_hs300_sl20_pl5_seed2024_1781236786"],"rank":131},{"model":"MICN","mse":0.906015,"mae":0.680089,"rmse":0.951848,"corr":-0.092019,"fit_time":331.17,"inference_time":1.6716,"n_runs":1,"submission_ids":["MICN_stock_hs300_sl20_pl5_seed2024_1781236694"],"rank":132},{"model":"TimeBase","mse":0.913745,"mae":0.681211,"rmse":0.9559,"corr":0.03265,"fit_time":236.48,"inference_time":1.4293,"n_runs":1,"submission_ids":["TimeBase_stock_hs300_sl20_pl5_seed2024_1781236838"],"rank":133},{"model":"HL","mse":1.5042,"mae":0.869876,"rmse":1.226458,"corr":-0.004807,"fit_time":190.39,"inference_time":0.921,"n_runs":1,"submission_ids":["HL_stock_hs300_sl20_pl5_seed2024_1781236988"],"rank":134},{"model":"STDN","mse":1.714104,"mae":0.623639,"rmse":1.309238,"corr":0.019224,"fit_time":635.16,"inference_time":0.7048,"n_runs":1,"submission_ids":["STDN_stock_hs300_sl20_pl5_seed2024_1781236958"],"rank":135}]},"quant":{"backtest_91d_conservative":[{"model":"baseline","total_return":-0.06960185401681437,"annualized_return":-0.18108886303721983,"sharpe":-1.7667643149239045,"max_drawdown":-0.09898782941690554,"win_rate":0.4222222222222222,"avg_turnover":0,"n_runs":1},{"model":"AGCRN","total_return":-0.08507518527065776,"annualized_return":-0.21825109743270898,"sharpe":-1.3248435981567692,"max_drawdown":-0.1435227929430595,"win_rate":0.43333333333333335,"avg_turnover":0.9631578947368421,"n_runs":1},{"model":"BiST","total_return":0.006272756628087023,"annualized_return":0.01746725531368254,"sharpe":-0.014024819942877234,"max_drawdown":-0.14535651294974325,"win_rate":0.45555555555555555,"avg_turnover":1.2210526315789476,"n_runs":1},{"model":"BigST","total_return":-0.0696512038561973,"annualized_return":-0.1812091427701723,"sharpe":-1.5457667623935962,"max_drawdown":-0.12216316092517887,"win_rate":0.43333333333333335,"avg_turnover":1.4000000000000004,"n_runs":1},{"model":"D2STGNN","total_return":-0.005693242807191913,"annualized_return":-0.01568661681461403,"sharpe":-0.1650840265688059,"max_drawdown":-0.05846636740231811,"win_rate":0.4666666666666667,"avg_turnover":0.12631578947368424,"n_runs":1},{"model":"DCRNN","total_return":-0.07304980314566964,"annualized_return":-0.1894653750872265,"sharpe":-1.3558167227516769,"max_drawdown":-0.11666262269388006,"win_rate":0.4111111111111111,"avg_turnover":0.963157894736842,"n_runs":1},{"model":"DFDGCN","total_return":-0.10557884521524864,"annualized_return":-0.26580945273574974,"sharpe":-1.643354414915434,"max_drawdown":-0.15848782079261262,"win_rate":0.4222222222222222,"avg_turnover":1.463157894736842,"n_runs":1},{"model":"DGCRN","total_return":0.0059213128429523205,"annualized_return":0.016483503475919203,"sharpe":-0.09927406930444893,"max_drawdown":-0.05001161264573278,"win_rate":0.4666666666666667,"avg_turnover":0.8210526315789475,"n_runs":1},{"model":"DSTAGNN","total_return":-0.015346526267015492,"annualized_return":-0.041923400837936886,"sharpe":-0.3433004069010071,"max_drawdown":-0.0659413732332717,"win_rate":0.4666666666666667,"avg_turnover":0.05263157894736842,"n_runs":1},{"model":"GTS","total_return":-0.03794698189009691,"annualized_return":-0.10159083946031255,"sharpe":-0.7485141263007046,"max_drawdown":-0.0669967034024357,"win_rate":0.4666666666666667,"avg_turnover":0.8842105263157896,"n_runs":1},{"model":"GWNet","total_return":-0.08302378687027749,"annualized_return":-0.21338756212989096,"sharpe":-1.492096432996647,"max_drawdown":-0.10047092743004488,"win_rate":0.45555555555555555,"avg_turnover":0.8315789473684212,"n_runs":1},{"model":"HimNet","total_return":-0.11274950875877565,"annualized_return":-0.2819940012089076,"sharpe":-1.7653951161134944,"max_drawdown":-0.14813089317488903,"win_rate":0.43333333333333335,"avg_turnover":1.0368421052631578,"n_runs":1},{"model":"LSTM","total_return":-0.022103448907113285,"annualized_return":-0.06001950916549326,"sharpe":-0.4095299993481208,"max_drawdown":-0.07179796042421069,"win_rate":0.45555555555555555,"avg_turnover":0.2157894736842105,"n_runs":1},{"model":"MAGE","total_return":-0.057942780241354366,"annualized_return":-0.15235498465994246,"sharpe":-0.9147121048347095,"max_drawdown":-0.1543699154283011,"win_rate":0.4222222222222222,"avg_turnover":1.2052631578947368,"n_runs":1},{"model":"MTGNN","total_return":-0.06226092342788144,"annualized_return":-0.16307092827417224,"sharpe":-1.427586684782562,"max_drawdown":-0.08469756608649817,"win_rate":0.4111111111111111,"avg_turnover":0.5684210526315789,"n_runs":1},{"model":"RPMixer","total_return":-0.07813010352727864,"annualized_return":-0.20170747682216605,"sharpe":-1.4120777250071943,"max_drawdown":-0.17029913774372676,"win_rate":0.5,"avg_turnover":0.8368421052631579,"n_runs":1},{"model":"STAEformer","total_return":-0.10048953803119075,"annualized_return":-0.2541824371368664,"sharpe":-1.5269521977495355,"max_drawdown":-0.16544916608501806,"win_rate":0.45555555555555555,"avg_turnover":1.1526315789473685,"n_runs":1},{"model":"STDN","total_return":-0.06560803225770605,"annualized_return":-0.17131730991868677,"sharpe":-1.3319301503547918,"max_drawdown":-0.08865525287803012,"win_rate":0.4,"avg_turnover":1.4947368421052631,"n_runs":1},{"model":"STGCN","total_return":-0.029008102115353568,"annualized_return":-0.0782841345517844,"sharpe":-0.7625938651995116,"max_drawdown":-0.05951340527365746,"win_rate":0.45555555555555555,"avg_turnover":0.3263157894736842,"n_runs":1},{"model":"STGODE","total_return":0.01091032132608688,"annualized_return":0.030505613570417367,"sharpe":0.06358218194149236,"max_drawdown":-0.08857855374365785,"win_rate":0.4666666666666667,"avg_turnover":0.8947368421052629,"n_runs":1},{"model":"STID","total_return":0.021255755507890717,"annualized_return":0.059974910885234545,"sharpe":0.24787964615415586,"max_drawdown":-0.11089584612083547,"win_rate":0.5,"avg_turnover":1.0842105263157895,"n_runs":1},{"model":"STNorm","total_return":-0.0036562966562205695,"annualized_return":-0.010092411028138404,"sharpe":-0.15763635204468682,"max_drawdown":-0.11108363256448694,"win_rate":0.4222222222222222,"avg_turnover":1.0263157894736843,"n_runs":1},{"model":"STOP","total_return":-0.06898450703254913,"annualized_return":-0.1795832571425574,"sharpe":-1.3584822964096763,"max_drawdown":-0.15809456162308738,"win_rate":0.4111111111111111,"avg_turnover":1.4157894736842105,"n_runs":1},{"model":"STPGNN","total_return":-0.1318677206623347,"annualized_return":-0.324025680001385,"sharpe":-2.609104184452842,"max_drawdown":-0.14346517466051228,"win_rate":0.37777777777777777,"avg_turnover":1.0947368421052632,"n_runs":1},{"model":"STTN","total_return":-0.10074850038708107,"annualized_return":-0.25477688197959947,"sharpe":-1.7007024602291057,"max_drawdown":-0.13678314920437343,"win_rate":0.4888888888888889,"avg_turnover":1.1894736842105265,"n_runs":1},{"model":"STWave","total_return":-0.015667769339346445,"annualized_return":-0.0427887360716418,"sharpe":-0.5152574304699794,"max_drawdown":-0.08465553971615719,"win_rate":0.4444444444444444,"avg_turnover":0.7263157894736842,"n_runs":1},{"model":"StemGNN","total_return":-0.015475283151063718,"annualized_return":-0.04227029435488994,"sharpe":-0.3505496441070265,"max_drawdown":-0.06085203338266286,"win_rate":0.4777777777777778,"avg_turnover":0.05263157894736842,"n_runs":1},{"model":"AMRC","total_return":-0.13823256027151762,"annualized_return":-0.33766115794264906,"sharpe":-2.1614504952160196,"max_drawdown":-0.1985083819330314,"win_rate":0.4666666666666667,"avg_turnover":0.8842105263157896,"n_runs":1},{"model":"APN","total_return":-0.15432966901748021,"annualized_return":-0.3713585250705763,"sharpe":-2.5955650736669833,"max_drawdown":-0.2280455795653202,"win_rate":0.4666666666666667,"avg_turnover":0.9105263157894737,"n_runs":1},{"model":"Amplifier","total_return":-0.11589630393423675,"annualized_return":-0.2890238498232901,"sharpe":-1.795360503456551,"max_drawdown":-0.17717688609595889,"win_rate":0.43333333333333335,"avg_turnover":0.868421052631579,"n_runs":1},{"model":"Aurora","total_return":-0.1333124941880335,"annualized_return":-0.3271364195298554,"sharpe":-2.1915874256052637,"max_drawdown":-0.21112601102525563,"win_rate":0.45555555555555555,"avg_turnover":0.8736842105263157,"n_runs":1},{"model":"Autoformer","total_return":-0.13997633989820188,"annualized_return":-0.3413659446200622,"sharpe":-2.296026377025273,"max_drawdown":-0.208265172049532,"win_rate":0.4222222222222222,"avg_turnover":0.8473684210526317,"n_runs":1},{"model":"BiMamba","total_return":-0.11606760475127643,"annualized_return":-0.28940526324226157,"sharpe":-1.8868231297084952,"max_drawdown":-0.18871581552775596,"win_rate":0.43333333333333335,"avg_turnover":0.8526315789473684,"n_runs":1},{"model":"CARD","total_return":-0.07789290968421335,"annualized_return":-0.2011385533750386,"sharpe":-1.184445624704807,"max_drawdown":-0.1594307668519331,"win_rate":0.5,"avg_turnover":0.8578947368421053,"n_runs":1},{"model":"CATS","total_return":-0.08518151599753648,"annualized_return":-0.2185026652922939,"sharpe":-1.2807962980628422,"max_drawdown":-0.17300849727995324,"win_rate":0.5111111111111111,"avg_turnover":0.7421052631578947,"n_runs":1},{"model":"CMoS","total_return":-0.07036749845140614,"annualized_return":-0.18295368776097198,"sharpe":-1.0635254348540433,"max_drawdown":-0.1632607908319047,"win_rate":0.5333333333333333,"avg_turnover":0.7052631578947368,"n_runs":1},{"model":"COSA","total_return":-0.12036590996572259,"annualized_return":-0.2989329939272817,"sharpe":-1.8769890279183665,"max_drawdown":-0.19403691560108577,"win_rate":0.4888888888888889,"avg_turnover":0.8210526315789475,"n_runs":1},{"model":"CoRA","total_return":-0.13220028416073998,"annualized_return":-0.3247425342081588,"sharpe":-2.207710107390909,"max_drawdown":-0.20623357044182677,"win_rate":0.4222222222222222,"avg_turnover":0.868421052631579,"n_runs":1},{"model":"CrossGNN","total_return":-0.08473954723036708,"annualized_return":-0.21745667202436614,"sharpe":-1.3817257428973437,"max_drawdown":-0.1783631770125958,"win_rate":0.4444444444444444,"avg_turnover":0.9421052631578947,"n_runs":1},{"model":"CrossLinear","total_return":-0.12978899344445496,"annualized_return":-0.31953387954195633,"sharpe":-2.063600380166183,"max_drawdown":-0.2114928818287317,"win_rate":0.43333333333333335,"avg_turnover":0.8421052631578947,"n_runs":1},{"model":"Crossformer","total_return":-0.07328984457628569,"annualized_return":-0.1900464886793538,"sharpe":-1.2249495335399239,"max_drawdown":-0.13646612675576203,"win_rate":0.4444444444444444,"avg_turnover":1.0052631578947366,"n_runs":1},{"model":"CycleNet","total_return":-0.12082678716670803,"annualized_return":-0.2999497119924943,"sharpe":-1.9124181797826034,"max_drawdown":-0.19220961581121795,"win_rate":0.43333333333333335,"avg_turnover":0.8526315789473684,"n_runs":1},{"model":"DLinear","total_return":-0.06282985651446076,"annualized_return":-0.16447630858966067,"sharpe":-1.1460634387121882,"max_drawdown":-0.13542458244300012,"win_rate":0.4777777777777778,"avg_turnover":1.2526315789473685,"n_runs":1},{"model":"DSFormer","total_return":-0.09735631913463376,"annualized_return":-0.24696615318741955,"sharpe":-1.633253208007974,"max_drawdown":-0.18092798594956624,"win_rate":0.4444444444444444,"avg_turnover":0.8631578947368422,"n_runs":1},{"model":"DTAF","total_return":-0.08831358082053263,"annualized_return":-0.2258896345811856,"sharpe":-1.4009746982555866,"max_drawdown":-0.16885977237559324,"win_rate":0.5,"avg_turnover":0.7999999999999999,"n_runs":1},{"model":"DUET","total_return":-0.111423798279454,"annualized_return":-0.27901916169603447,"sharpe":-1.8890424680320173,"max_drawdown":-0.1702923060684474,"win_rate":0.4888888888888889,"avg_turnover":1.0947368421052635,"n_runs":1},{"model":"DeepAR","total_return":-0.06386212723365263,"annualized_return":-0.1670223755770679,"sharpe":-1.1003004237815506,"max_drawdown":-0.14125914756220337,"win_rate":0.4,"avg_turnover":1.2,"n_runs":1},{"model":"DistDF","total_return":-0.10744645580763615,"annualized_return":-0.27004695253612876,"sharpe":-1.6473499722409937,"max_drawdown":-0.18243810175424208,"win_rate":0.43333333333333335,"avg_turnover":0.7842105263157894,"n_runs":1},{"model":"DynamicTMoE","total_return":-0.12999621489543828,"annualized_return":-0.3199825054031816,"sharpe":-2.125432610909206,"max_drawdown":-0.19210068730877233,"win_rate":0.4444444444444444,"avg_turnover":0.8789473684210524,"n_runs":1},{"model":"ETSformer","total_return":-0.10120397486577568,"annualized_return":-0.2558216833541298,"sharpe":-1.8022032427673058,"max_drawdown":-0.16079353641141983,"win_rate":0.45555555555555555,"avg_turnover":1.4105263157894736,"n_runs":1},{"model":"FEDformer","total_return":-0.11464757066749921,"annualized_return":-0.28623950418616184,"sharpe":-1.8803268789812118,"max_drawdown":-0.1937798738850579,"win_rate":0.5,"avg_turnover":0.7421052631578947,"n_runs":1},{"model":"FITS","total_return":-0.14501391786272672,"annualized_return":-0.3519941982549556,"sharpe":-2.3204899544786777,"max_drawdown":-0.19918949492517854,"win_rate":0.45555555555555555,"avg_turnover":0.9263157894736841,"n_runs":1},{"model":"FTP","total_return":-0.1357363892134889,"annualized_return":-0.3323347325098118,"sharpe":-2.1661673852629435,"max_drawdown":-0.1980805852749959,"win_rate":0.4666666666666667,"avg_turnover":0.7999999999999999,"n_runs":1},{"model":"FeTS","total_return":-0.12372863877844834,"annualized_return":-0.30632970647168434,"sharpe":-2.052616599534271,"max_drawdown":-0.2019029403070593,"win_rate":0.4666666666666667,"avg_turnover":0.7842105263157895,"n_runs":1},{"model":"FiLM","total_return":-0.10726453916480345,"annualized_return":-0.26963488298158345,"sharpe":-1.679046761941431,"max_drawdown":-0.1901174500738446,"win_rate":0.5,"avg_turnover":0.8315789473684211,"n_runs":1},{"model":"FreTS","total_return":-0.0934296456939067,"annualized_return":-0.23785964241390856,"sharpe":-1.3857620786181961,"max_drawdown":-0.14226287288464454,"win_rate":0.4666666666666667,"avg_turnover":1.4210526315789471,"n_runs":1},{"model":"Fredformer","total_return":-0.0883559642207413,"annualized_return":-0.22598928852264322,"sharpe":-1.4051704239659497,"max_drawdown":-0.17162312176058825,"win_rate":0.4666666666666667,"avg_turnover":0.8578947368421053,"n_runs":1},{"model":"GOTSF","total_return":-0.0987614109045196,"annualized_return":-0.2502077857068289,"sharpe":-1.9107981694903768,"max_drawdown":-0.17967392756905148,"win_rate":0.43333333333333335,"avg_turnover":1.3631578947368421,"n_runs":1},{"model":"GTR","total_return":-0.12025319633638976,"annualized_return":-0.29868419856179407,"sharpe":-1.9615820412611948,"max_drawdown":-0.20239194480289774,"win_rate":0.4444444444444444,"avg_turnover":0.8789473684210526,"n_runs":1},{"model":"HDMixer","total_return":-0.12493671848446841,"annualized_return":-0.3089747901849855,"sharpe":-2.006142493360777,"max_drawdown":-0.20150816038617986,"win_rate":0.4444444444444444,"avg_turnover":0.8473684210526314,"n_runs":1},{"model":"HMformer","total_return":-0.13852650130594463,"annualized_return":-0.338286587584096,"sharpe":-2.2304980575248234,"max_drawdown":-0.19946810962657846,"win_rate":0.4444444444444444,"avg_turnover":0.9,"n_runs":1},{"model":"HN_MVTS","total_return":-0.13794433941418352,"annualized_return":-0.3370475327506661,"sharpe":-2.214684169286313,"max_drawdown":-0.20683225397487445,"win_rate":0.43333333333333335,"avg_turnover":0.8947368421052632,"n_runs":1},{"model":"ImplicitForecaster","total_return":-0.12664611231629783,"annualized_return":-0.31270647499741366,"sharpe":-2.123751846500084,"max_drawdown":-0.20554194952199745,"win_rate":0.4111111111111111,"avg_turnover":0.805263157894737,"n_runs":1},{"model":"Informer","total_return":-0.048297165020156886,"annualized_return":-0.12810273981772047,"sharpe":-1.034663184005902,"max_drawdown":-0.10226830319611266,"win_rate":0.43333333333333335,"avg_turnover":0.24736842105263154,"n_runs":1},{"model":"InterPDN","total_return":-0.08154515707917441,"annualized_return":-0.20987000910891995,"sharpe":-1.66235864926944,"max_drawdown":-0.16041938792672603,"win_rate":0.45555555555555555,"avg_turnover":1.3315789473684212,"n_runs":1},{"model":"Koopa","total_return":-0.12314874708836887,"annualized_return":-0.30505774275666064,"sharpe":-2.025556220945376,"max_drawdown":-0.21268710031091725,"win_rate":0.4666666666666667,"avg_turnover":0.8421052631578947,"n_runs":1},{"model":"Kronos","total_return":-0.1251571642560285,"annualized_return":-0.3094567585840585,"sharpe":-2.018568234958843,"max_drawdown":-0.19966406845043325,"win_rate":0.43333333333333335,"avg_turnover":0.831578947368421,"n_runs":1},{"model":"LatentTSF","total_return":-0.1557707982538354,"annualized_return":-0.3743206891320291,"sharpe":-2.69058575274629,"max_drawdown":-0.22564313168542738,"win_rate":0.4444444444444444,"avg_turnover":0.8894736842105262,"n_runs":1},{"model":"LightTS","total_return":-0.13143428289832013,"annualized_return":-0.32309065766744505,"sharpe":-2.291308435531786,"max_drawdown":-0.16341979174350907,"win_rate":0.43333333333333335,"avg_turnover":1.257894736842105,"n_runs":1},{"model":"Linear","total_return":-0.04025760698253801,"annualized_return":-0.10755350800401897,"sharpe":-0.6483089770146774,"max_drawdown":-0.14361989336242353,"win_rate":0.43333333333333335,"avg_turnover":1.2,"n_runs":1},{"model":"MAFS","total_return":-0.13112921990756074,"annualized_return":-0.32243207329184065,"sharpe":-2.0088261548444044,"max_drawdown":-0.1887612448178257,"win_rate":0.4666666666666667,"avg_turnover":0.8894736842105264,"n_runs":1},{"model":"MICN","total_return":-0.11328985862112034,"annualized_return":-0.28320427050990615,"sharpe":-2.6268805154941504,"max_drawdown":-0.1584261188178685,"win_rate":0.43333333333333335,"avg_turnover":1.5,"n_runs":1},{"model":"MMPD","total_return":-0.1424113344258999,"annualized_return":-0.3465170757472644,"sharpe":-2.2644590091881365,"max_drawdown":-0.20808457949029116,"win_rate":0.4444444444444444,"avg_turnover":0.8842105263157896,"n_runs":1},{"model":"MSGNet","total_return":-0.0935844214169851,"annualized_return":-0.23821991386095565,"sharpe":-1.4272432421903558,"max_drawdown":-0.17847173745466452,"win_rate":0.4666666666666667,"avg_turnover":0.8473684210526317,"n_runs":1},{"model":"MTSMixer","total_return":-0.11228059668174875,"annualized_return":-0.28094268003295386,"sharpe":-1.7506950923909854,"max_drawdown":-0.19772621196765322,"win_rate":0.5,"avg_turnover":0.9,"n_runs":1},{"model":"MambaSimple","total_return":-0.1090011428571036,"annualized_return":-0.2735625032949679,"sharpe":-1.809249224588676,"max_drawdown":-0.17986136616840268,"win_rate":0.45555555555555555,"avg_turnover":0.8473684210526317,"n_runs":1},{"model":"MixLinear","total_return":-0.08850587389702362,"annualized_return":-0.22634169778466573,"sharpe":-1.435021226031748,"max_drawdown":-0.1742748589572742,"win_rate":0.4666666666666667,"avg_turnover":0.8789473684210526,"n_runs":1},{"model":"MoFo","total_return":-0.12033568049232313,"annualized_return":-0.29886627325561443,"sharpe":-1.875691458055782,"max_drawdown":-0.1952714669286432,"win_rate":0.45555555555555555,"avg_turnover":0.8736842105263157,"n_runs":1},{"model":"ModernTCN","total_return":-0.0974282037075169,"annualized_return":-0.24713221218040715,"sharpe":-1.556843835868344,"max_drawdown":-0.1757972263307818,"win_rate":0.4666666666666667,"avg_turnover":0.7736842105263158,"n_runs":1},{"model":"MultiPatchFormer","total_return":-0.09768625985148618,"annualized_return":-0.24772814933188847,"sharpe":-1.617921994154219,"max_drawdown":-0.17369485380472838,"win_rate":0.45555555555555555,"avg_turnover":0.8263157894736842,"n_runs":1},{"model":"NBeats","total_return":0.014129993228573818,"annualized_return":0.03962008248975368,"sharpe":0.3448876664115462,"max_drawdown":-0.11813559246187388,"win_rate":0.4444444444444444,"avg_turnover":1.3368421052631578,"n_runs":1},{"model":"NHiTS","total_return":-0.07948061049547547,"annualized_return":-0.2049418150761213,"sharpe":-1.3303981203826638,"max_drawdown":-0.19553974746916714,"win_rate":0.4777777777777778,"avg_turnover":0.868421052631579,"n_runs":1},{"model":"NLinear","total_return":-0.06475605635691865,"annualized_return":-0.1692232173884154,"sharpe":-1.015927760884973,"max_drawdown":-0.15688320282964627,"win_rate":0.4777777777777778,"avg_turnover":0.8263157894736842,"n_runs":1},{"model":"NSTransformer","total_return":-0.1117861258189627,"annualized_return":-0.2798329901515577,"sharpe":-1.7105666970188291,"max_drawdown":-0.18685199612885556,"win_rate":0.5333333333333333,"avg_turnover":0.8052631578947368,"n_runs":1},{"model":"OLinear","total_return":-0.13307375362604612,"annualized_return":-0.32662301975984986,"sharpe":-2.1629266826095774,"max_drawdown":-0.2087947341972095,"win_rate":0.4444444444444444,"avg_turnover":0.7789473684210527,"n_runs":1},{"model":"OccamVTS","total_return":-0.14051608651417843,"annualized_return":-0.34250998596555937,"sharpe":-2.247824630451948,"max_drawdown":-0.20862681875884523,"win_rate":0.4444444444444444,"avg_turnover":0.868421052631579,"n_runs":1},{"model":"PAttn","total_return":-0.07439658705173817,"annualized_return":-0.19272234614173123,"sharpe":-1.2358280479290893,"max_drawdown":-0.1530542183654204,"win_rate":0.5,"avg_turnover":0.8526315789473685,"n_runs":1},{"model":"PHAT","total_return":-0.11846033683521882,"annualized_return":-0.2947191914237174,"sharpe":-1.9862046441104746,"max_drawdown":-0.17929779467336257,"win_rate":0.4666666666666667,"avg_turnover":0.8789473684210528,"n_runs":1},{"model":"PMDformer","total_return":-0.13659852680204831,"annualized_return":-0.33417747638345785,"sharpe":-2.199775672605007,"max_drawdown":-0.20146894102031987,"win_rate":0.45555555555555555,"avg_turnover":0.863157894736842,"n_runs":1},{"model":"PULSE","total_return":-0.1204904749962365,"annualized_return":-0.29920788355817485,"sharpe":-1.969758852390646,"max_drawdown":-0.19799019503455048,"win_rate":0.4666666666666667,"avg_turnover":0.7578947368421051,"n_runs":1},{"model":"PWS","total_return":-0.11104389705671068,"annualized_return":-0.2781652300169317,"sharpe":-1.8546473660183729,"max_drawdown":-0.19481991286313297,"win_rate":0.4888888888888889,"avg_turnover":0.8999999999999999,"n_runs":1},{"model":"PaiFilter","total_return":-0.09789176339175552,"annualized_return":-0.2482025094786583,"sharpe":-1.616771234405931,"max_drawdown":-0.17631670435453412,"win_rate":0.45555555555555555,"avg_turnover":0.7789473684210526,"n_runs":1},{"model":"PatchMLP","total_return":-0.07653077237880475,"annualized_return":-0.19786637102903182,"sharpe":-1.2551316657607525,"max_drawdown":-0.1507238964830591,"win_rate":0.4888888888888889,"avg_turnover":0.905263157894737,"n_runs":1},{"model":"PatchTST","total_return":-0.08992618847325876,"annualized_return":-0.22967550275726212,"sharpe":-1.472844781675605,"max_drawdown":-0.17980131376636707,"win_rate":0.4777777777777778,"avg_turnover":0.9157894736842106,"n_runs":1},{"model":"Pathformer","total_return":-0.11842697307129821,"annualized_return":-0.2946452702358344,"sharpe":-1.9244422164254347,"max_drawdown":-0.19482529593126455,"win_rate":0.45555555555555555,"avg_turnover":0.8578947368421052,"n_runs":1},{"model":"PhaseFormer","total_return":-0.1366935663708921,"annualized_return":-0.334380416082914,"sharpe":-2.228140157327861,"max_drawdown":-0.21320101567530308,"win_rate":0.4444444444444444,"avg_turnover":0.8,"n_runs":1},{"model":"Pyraformer","total_return":-0.1459685014582585,"annualized_return":-0.3539957367079767,"sharpe":-3.2106007275279147,"max_drawdown":-0.15929921539401057,"win_rate":0.3111111111111111,"avg_turnover":0.4842105263157894,"n_runs":1},{"model":"RLinear","total_return":-0.08679654294319113,"annualized_return":-0.22231730063586252,"sharpe":-1.4033350839872352,"max_drawdown":-0.16124001255539908,"win_rate":0.4666666666666667,"avg_turnover":0.8263157894736842,"n_runs":1},{"model":"Reformer","total_return":-0.10436645668920107,"annualized_return":-0.2630502200753031,"sharpe":-2.0527927757255235,"max_drawdown":-0.12905263155945734,"win_rate":0.4444444444444444,"avg_turnover":0.9736842105263156,"n_runs":1},{"model":"S4","total_return":-0.11373439594421327,"annualized_return":-0.2841989622008213,"sharpe":-1.757901407296414,"max_drawdown":-0.18881789162273102,"win_rate":0.45555555555555555,"avg_turnover":0.9052631578947368,"n_runs":1},{"model":"SCINet","total_return":-0.0746929515513857,"annualized_return":-0.19343792960369532,"sharpe":-1.1417731736897372,"max_drawdown":-0.1781917288463206,"win_rate":0.4666666666666667,"avg_turnover":0.8842105263157896,"n_runs":1},{"model":"SEMPO","total_return":-0.13186389363087853,"annualized_return":-0.32401742785037224,"sharpe":-2.0245518108755367,"max_drawdown":-0.18810276591409184,"win_rate":0.4666666666666667,"avg_turnover":0.8842105263157896,"n_runs":1},{"model":"SOFTS","total_return":-0.10767714912442455,"annualized_return":-0.27056929520803286,"sharpe":-1.7741167902215378,"max_drawdown":-0.17137388105973583,"win_rate":0.45555555555555555,"avg_turnover":0.8842105263157896,"n_runs":1},{"model":"SRSNet","total_return":-0.07999872563389014,"annualized_return":-0.20618042667238456,"sharpe":-1.1957896395141872,"max_drawdown":-0.17558010922970202,"win_rate":0.4888888888888889,"avg_turnover":0.7578947368421051,"n_runs":1},{"model":"SVTime","total_return":-0.07403047987271635,"annualized_return":-0.19183780645433002,"sharpe":-1.2385715880972175,"max_drawdown":-0.1585215075512225,"win_rate":0.4888888888888889,"avg_turnover":0.8105263157894735,"n_runs":1},{"model":"S_Mamba","total_return":-0.07992903320743784,"annualized_return":-0.20601389102463086,"sharpe":-1.2444050464456333,"max_drawdown":-0.16025550469033492,"win_rate":0.5111111111111111,"avg_turnover":0.9,"n_runs":1},{"model":"SegRNN","total_return":-0.09353386648491119,"annualized_return":-0.23810224911500855,"sharpe":-1.6718448307372347,"max_drawdown":-0.16638682338950364,"win_rate":0.4777777777777778,"avg_turnover":0.9157894736842105,"n_runs":1},{"model":"Sonnet","total_return":-0.12938491046216571,"annualized_return":-0.3186585128353139,"sharpe":-2.080660643362291,"max_drawdown":-0.2040051777090695,"win_rate":0.43333333333333335,"avg_turnover":0.8105263157894737,"n_runs":1},{"model":"SparseTSF","total_return":-0.06820410592080257,"annualized_return":-0.17767746023941933,"sharpe":-1.102987159942394,"max_drawdown":-0.15338172836136624,"win_rate":0.5,"avg_turnover":0.8052631578947367,"n_runs":1},{"model":"Sumba","total_return":-0.0956695064404644,"annualized_return":-0.24306276402014781,"sharpe":-1.5297299920753402,"max_drawdown":-0.18039630080614982,"win_rate":0.45555555555555555,"avg_turnover":0.7789473684210526,"n_runs":1},{"model":"SymTime","total_return":-0.08622715408914804,"annualized_return":-0.22097378565307912,"sharpe":-1.7185725669297125,"max_drawdown":-0.16667278660643717,"win_rate":0.4666666666666667,"avg_turnover":1.3157894736842104,"n_runs":1},{"model":"TSMixer","total_return":-0.11523282312281279,"annualized_return":-0.2875453284244939,"sharpe":-1.9232584783041464,"max_drawdown":-0.1343067200653184,"win_rate":0.45555555555555555,"avg_turnover":1.4894736842105263,"n_runs":1},{"model":"TSRAG","total_return":-0.1394144712369876,"annualized_return":-0.34017366339592414,"sharpe":-2.279685896790033,"max_drawdown":-0.20392054222022138,"win_rate":0.43333333333333335,"avg_turnover":0.8578947368421052,"n_runs":1},{"model":"TexFilter","total_return":-0.0858460353087713,"annualized_return":-0.2200736798821934,"sharpe":-1.413227148012992,"max_drawdown":-0.16496315769475367,"win_rate":0.4666666666666667,"avg_turnover":0.8052631578947368,"n_runs":1},{"model":"TiDE","total_return":-0.10586810293197399,"annualized_return":-0.26646678746026153,"sharpe":-1.7372824646214167,"max_drawdown":-0.17086719790126478,"win_rate":0.4666666666666667,"avg_turnover":0.8315789473684211,"n_runs":1},{"model":"TiRex","total_return":-0.14445017001836083,"annualized_return":-0.3508102923738675,"sharpe":-2.3297453459897093,"max_drawdown":-0.21041611781432384,"win_rate":0.4666666666666667,"avg_turnover":0.8894736842105264,"n_runs":1},{"model":"TimeAlign","total_return":-0.11138184572083433,"annualized_return":-0.27892489358933814,"sharpe":-1.737528735289883,"max_drawdown":-0.19451441720877188,"win_rate":0.43333333333333335,"avg_turnover":0.8052631578947368,"n_runs":1},{"model":"TimeBase","total_return":-0.11846236468571332,"annualized_return":-0.2947236841959999,"sharpe":-1.9885059451277682,"max_drawdown":-0.18001392875099503,"win_rate":0.5,"avg_turnover":0.8578947368421052,"n_runs":1},{"model":"TimeBridge","total_return":-0.07060281695498713,"annualized_return":-0.18352629040407242,"sharpe":-1.160533842234618,"max_drawdown":-0.15624634825876937,"win_rate":0.4777777777777778,"avg_turnover":0.8263157894736842,"n_runs":1},{"model":"TimeCAP","total_return":-0.13425576123167318,"annualized_return":-0.3291624225189549,"sharpe":-2.179311137725053,"max_drawdown":-0.20018219637534176,"win_rate":0.45555555555555555,"avg_turnover":0.8526315789473684,"n_runs":1},{"model":"TimeEmb","total_return":-0.09585563842204237,"annualized_return":-0.24349411795816822,"sharpe":-1.5960086065184067,"max_drawdown":-0.17573213671880666,"win_rate":0.45555555555555555,"avg_turnover":0.7999999999999999,"n_runs":1},{"model":"TimeFilter","total_return":-0.10513514747934917,"annualized_return":-0.26480042372594825,"sharpe":-1.6610755287355983,"max_drawdown":-0.190011167246756,"win_rate":0.4888888888888889,"avg_turnover":0.8263157894736842,"n_runs":1},{"model":"TimeKAN","total_return":-0.10168105232642567,"annualized_return":-0.25691503527610515,"sharpe":-1.5602096929770917,"max_drawdown":-0.175134953247429,"win_rate":0.4777777777777778,"avg_turnover":0.8368421052631579,"n_runs":1},{"model":"TimeMixer","total_return":-0.06744871995167888,"annualized_return":-0.17583006055003392,"sharpe":-1.0258081994536608,"max_drawdown":-0.15950261391840298,"win_rate":0.5444444444444444,"avg_turnover":0.8263157894736842,"n_runs":1},{"model":"TimeMosaic","total_return":-0.12857297091572778,"annualized_return":-0.31689743027471473,"sharpe":-2.079955356872832,"max_drawdown":-0.1907780631352353,"win_rate":0.4444444444444444,"avg_turnover":0.8421052631578947,"n_runs":1},{"model":"TimeO1","total_return":-0.12334600588709198,"annualized_return":-0.3054905872488015,"sharpe":-1.9663521254198268,"max_drawdown":-0.20081280407262744,"win_rate":0.4777777777777778,"avg_turnover":0.7894736842105263,"n_runs":1},{"model":"TimePerceiver","total_return":-0.10468341210216575,"annualized_return":-0.26377220627610887,"sharpe":-1.637923928796611,"max_drawdown":-0.1834290393865275,"win_rate":0.4666666666666667,"avg_turnover":0.7736842105263158,"n_runs":1},{"model":"TimeXer","total_return":-0.08833113321633415,"annualized_return":-0.22593090563447293,"sharpe":-1.4146129342575573,"max_drawdown":-0.1751392553161119,"win_rate":0.5333333333333333,"avg_turnover":0.7736842105263156,"n_runs":1},{"model":"TimesNet","total_return":-0.08287532775321463,"annualized_return":-0.21303484142095852,"sharpe":-1.1855447630305411,"max_drawdown":-0.16204587275360535,"win_rate":0.4777777777777778,"avg_turnover":0.763157894736842,"n_runs":1},{"model":"Transformer","total_return":-0.05602855532299634,"annualized_return":-0.14757673105879132,"sharpe":-0.9618861689613918,"max_drawdown":-0.14479913493770727,"win_rate":0.4777777777777778,"avg_turnover":0.2,"n_runs":1},{"model":"UMixer","total_return":-0.06723324919894337,"annualized_return":-0.1753026117742429,"sharpe":-1.4826656924796644,"max_drawdown":-0.12742209203707489,"win_rate":0.45555555555555555,"avg_turnover":1.1842105263157894,"n_runs":1},{"model":"WPMixer","total_return":-0.10047717953147343,"annualized_return":-0.2541540607846551,"sharpe":-1.6081141918820088,"max_drawdown":-0.17639672931032843,"win_rate":0.45555555555555555,"avg_turnover":0.8105263157894737,"n_runs":1},{"model":"WaveNet","total_return":-0.08787821430529538,"annualized_return":-0.22486550475117184,"sharpe":-1.4110022485464162,"max_drawdown":-0.17405066704446792,"win_rate":0.4888888888888889,"avg_turnover":0.8210526315789474,"n_runs":1},{"model":"iTransformer","total_return":-0.11287015830999915,"annualized_return":-0.2822643437803296,"sharpe":-1.7979852577430697,"max_drawdown":-0.1843072927528362,"win_rate":0.4444444444444444,"avg_turnover":0.9526315789473685,"n_runs":1},{"model":"xPatch","total_return":-0.10220289367067721,"annualized_return":-0.2581097998779951,"sharpe":-1.6645807526393794,"max_drawdown":-0.17010076008684943,"win_rate":0.4666666666666667,"avg_turnover":0.7999999999999999,"n_runs":1}],"backtest_91d_balanced":[{"model":"baseline","total_return":-0.06960185401681437,"annualized_return":-0.18108886303721983,"sharpe":-1.7667643149239045,"max_drawdown":-0.09898782941690554,"win_rate":0.4222222222222222,"avg_turnover":0,"n_runs":1},{"model":"AGCRN","total_return":-0.1095195338032575,"annualized_return":-0.27473231002870857,"sharpe":-1.7949549585459694,"max_drawdown":-0.14369504642031827,"win_rate":0.4444444444444444,"avg_turnover":1.0210526315789474,"n_runs":1},{"model":"BiST","total_return":-0.010559792859447654,"annualized_return":-0.028970078775136687,"sharpe":-0.2548998690170138,"max_drawdown":-0.1463156445603042,"win_rate":0.4777777777777778,"avg_turnover":1.2578947368421052,"n_runs":1},{"model":"BigST","total_return":-0.09775945445683808,"annualized_return":-0.24789712504872152,"sharpe":-1.8958314877151203,"max_drawdown":-0.15379868033790284,"win_rate":0.4,"avg_turnover":1.5052631578947369,"n_runs":1},{"model":"D2STGNN","total_return":-0.007581628464031965,"annualized_return":-0.02085474101766638,"sharpe":-0.20698820771074902,"max_drawdown":-0.057709004163141314,"win_rate":0.45555555555555555,"avg_turnover":0.1631578947368421,"n_runs":1},{"model":"DCRNN","total_return":-0.07764574736360949,"annualized_return":-0.20054544441441957,"sharpe":-1.3955433569692437,"max_drawdown":-0.12660947683871077,"win_rate":0.4222222222222222,"avg_turnover":1.0157894736842106,"n_runs":1},{"model":"DFDGCN","total_return":-0.09216533454580372,"annualized_return":-0.2349126283454217,"sharpe":-1.3871042837569894,"max_drawdown":-0.16325477574746108,"win_rate":0.43333333333333335,"avg_turnover":1.4789473684210528,"n_runs":1},{"model":"DGCRN","total_return":-0.009711587592757889,"annualized_return":-0.026663159153226035,"sharpe":-0.5101089305440489,"max_drawdown":-0.05826198548720227,"win_rate":0.4666666666666667,"avg_turnover":0.8842105263157896,"n_runs":1},{"model":"DSTAGNN","total_return":-0.015346526267015492,"annualized_return":-0.041923400837936886,"sharpe":-0.3433004069010071,"max_drawdown":-0.0659413732332717,"win_rate":0.4666666666666667,"avg_turnover":0.05263157894736842,"n_runs":1},{"model":"GTS","total_return":-0.037582785381104565,"annualized_return":-0.10064869929477771,"sharpe":-0.7105811641640148,"max_drawdown":-0.07287778927810079,"win_rate":0.45555555555555555,"avg_turnover":0.9315789473684211,"n_runs":1},{"model":"GWNet","total_return":-0.08248677798527049,"annualized_return":-0.2121112164170441,"sharpe":-1.3504523207281678,"max_drawdown":-0.10308286669951802,"win_rate":0.4444444444444444,"avg_turnover":0.8105263157894737,"n_runs":1},{"model":"HimNet","total_return":-0.1062164029508573,"annualized_return":-0.26725779600534993,"sharpe":-1.6168024011488515,"max_drawdown":-0.14556489218356866,"win_rate":0.43333333333333335,"avg_turnover":1.0368421052631576,"n_runs":1},{"model":"LSTM","total_return":-0.03731911520948785,"annualized_return":-0.09996621700982389,"sharpe":-0.7698608933786941,"max_drawdown":-0.07061848827860785,"win_rate":0.45555555555555555,"avg_turnover":0.3,"n_runs":1},{"model":"MAGE","total_return":-0.05137545158637292,"annualized_return":-0.1358900729689636,"sharpe":-0.7828386551720177,"max_drawdown":-0.14899547685790854,"win_rate":0.43333333333333335,"avg_turnover":1.2263157894736842,"n_runs":1},{"model":"MTGNN","total_return":-0.05980991177929449,"annualized_return":-0.1569991649550413,"sharpe":-1.4283371535711618,"max_drawdown":-0.08490625897649032,"win_rate":0.3888888888888889,"avg_turnover":0.6,"n_runs":1},{"model":"RPMixer","total_return":-0.07893832558647787,"annualized_return":-0.20364410122509102,"sharpe":-1.434205300082235,"max_drawdown":-0.16107988187366507,"win_rate":0.5111111111111111,"avg_turnover":0.8789473684210526,"n_runs":1},{"model":"STAEformer","total_return":-0.15215057144198288,"annualized_return":-0.36686251536023506,"sharpe":-2.29952933464982,"max_drawdown":-0.1994657171380348,"win_rate":0.4222222222222222,"avg_turnover":1.2263157894736842,"n_runs":1},{"model":"STDN","total_return":-0.07453970821572398,"annualized_return":-0.19306796830632345,"sharpe":-1.490882502674693,"max_drawdown":-0.0990858270318889,"win_rate":0.4444444444444444,"avg_turnover":1.4842105263157894,"n_runs":1},{"model":"STGCN","total_return":-0.028711932042707108,"annualized_return":-0.0775053829488993,"sharpe":-0.755208595046731,"max_drawdown":-0.057469827389923754,"win_rate":0.43333333333333335,"avg_turnover":0.33157894736842103,"n_runs":1},{"model":"STGODE","total_return":0.0030460777600936125,"annualized_return":0.008458039808283191,"sharpe":-0.038646420145139276,"max_drawdown":-0.0987939708564228,"win_rate":0.4444444444444444,"avg_turnover":0.8736842105263158,"n_runs":1},{"model":"STID","total_return":-0.027058055428661756,"annualized_return":-0.07314894021396046,"sharpe":-0.4443383532471086,"max_drawdown":-0.13982223989119275,"win_rate":0.4444444444444444,"avg_turnover":1.0578947368421054,"n_runs":1},{"model":"STNorm","total_return":-0.021195637595201378,"annualized_return":-0.057601058392420246,"sharpe":-0.4092677542075471,"max_drawdown":-0.13858531460864984,"win_rate":0.43333333333333335,"avg_turnover":1.0473684210526313,"n_runs":1},{"model":"STOP","total_return":-0.0925601722535002,"annualized_return":-0.23583374564361537,"sharpe":-1.7954051571201486,"max_drawdown":-0.15519630981569013,"win_rate":0.4111111111111111,"avg_turnover":1.4052631578947368,"n_runs":1},{"model":"STPGNN","total_return":-0.10193779835856578,"annualized_return":-0.25750301316517676,"sharpe":-1.779745767431702,"max_drawdown":-0.14334273912716214,"win_rate":0.4222222222222222,"avg_turnover":1.2210526315789474,"n_runs":1},{"model":"STTN","total_return":-0.13677412790286542,"annualized_return":-0.33455240961960997,"sharpe":-2.1106305332133872,"max_drawdown":-0.16976731761358252,"win_rate":0.4444444444444444,"avg_turnover":1.163157894736842,"n_runs":1},{"model":"STWave","total_return":-0.007673054483422893,"annualized_return":-0.02110451425145221,"sharpe":-0.399641318410976,"max_drawdown":-0.07737143275983066,"win_rate":0.4888888888888889,"avg_turnover":0.7684210526315789,"n_runs":1},{"model":"StemGNN","total_return":-0.015475283151063718,"annualized_return":-0.04227029435488994,"sharpe":-0.3505496441070265,"max_drawdown":-0.06085203338266286,"win_rate":0.4777777777777778,"avg_turnover":0.05263157894736842,"n_runs":1},{"model":"AMRC","total_return":-0.14382884902275667,"annualized_return":-0.3495038794736697,"sharpe":-2.2392685859074932,"max_drawdown":-0.2038149901199743,"win_rate":0.4666666666666667,"avg_turnover":0.9105263157894737,"n_runs":1},{"model":"APN","total_return":-0.15354323989240534,"annualized_return":-0.3697382905444868,"sharpe":-2.6323677488154584,"max_drawdown":-0.21897917030207692,"win_rate":0.45555555555555555,"avg_turnover":0.8789473684210528,"n_runs":1},{"model":"Amplifier","total_return":-0.10981607238236221,"annualized_return":-0.2754009407688709,"sharpe":-1.7064410358232487,"max_drawdown":-0.17989230507037746,"win_rate":0.4444444444444444,"avg_turnover":0.9157894736842106,"n_runs":1},{"model":"Aurora","total_return":-0.12446535744904563,"annualized_return":-0.3079435159166459,"sharpe":-2.0255545632723493,"max_drawdown":-0.19899064844542347,"win_rate":0.4666666666666667,"avg_turnover":0.9210526315789473,"n_runs":1},{"model":"Autoformer","total_return":-0.14871427434581797,"annualized_return":-0.359730946908964,"sharpe":-2.4426005468055147,"max_drawdown":-0.21317407721885512,"win_rate":0.4222222222222222,"avg_turnover":0.9368421052631579,"n_runs":1},{"model":"BiMamba","total_return":-0.12006020907435531,"annualized_return":-0.29825808241284646,"sharpe":-1.9462498578530862,"max_drawdown":-0.18390861172278444,"win_rate":0.4111111111111111,"avg_turnover":0.8789473684210526,"n_runs":1},{"model":"CARD","total_return":-0.10085983106646326,"annualized_return":-0.2550323470875585,"sharpe":-1.5277307962967,"max_drawdown":-0.17385743267038517,"win_rate":0.4666666666666667,"avg_turnover":0.9052631578947368,"n_runs":1},{"model":"CATS","total_return":-0.08247436452792108,"annualized_return":-0.21208169687001288,"sharpe":-1.2107362886738275,"max_drawdown":-0.16957886935330035,"win_rate":0.5,"avg_turnover":0.7263157894736841,"n_runs":1},{"model":"CMoS","total_return":-0.09291909888159273,"annualized_return":-0.23667047089541038,"sharpe":-1.41106662373275,"max_drawdown":-0.18301782010054654,"win_rate":0.5,"avg_turnover":0.7157894736842105,"n_runs":1},{"model":"COSA","total_return":-0.149007953485545,"annualized_return":-0.3603424333933164,"sharpe":-2.3723138700576114,"max_drawdown":-0.21261231274068548,"win_rate":0.4666666666666667,"avg_turnover":0.9105263157894737,"n_runs":1},{"model":"CoRA","total_return":-0.12788708975937288,"annualized_return":-0.31540750238114434,"sharpe":-2.073845725515946,"max_drawdown":-0.20578000857980064,"win_rate":0.45555555555555555,"avg_turnover":0.9263157894736843,"n_runs":1},{"model":"CrossGNN","total_return":-0.08726200085722935,"annualized_return":-0.22341448250393614,"sharpe":-1.4239797855551737,"max_drawdown":-0.18068121440320642,"win_rate":0.4444444444444444,"avg_turnover":0.9368421052631579,"n_runs":1},{"model":"CrossLinear","total_return":-0.12408100637065468,"annualized_return":-0.307101880313549,"sharpe":-1.9687190714079417,"max_drawdown":-0.2009477366256507,"win_rate":0.45555555555555555,"avg_turnover":0.8157894736842106,"n_runs":1},{"model":"Crossformer","total_return":-0.08129887549177453,"annualized_return":-0.20928314865725184,"sharpe":-1.406690464642476,"max_drawdown":-0.13794708730716596,"win_rate":0.3888888888888889,"avg_turnover":1.0578947368421052,"n_runs":1},{"model":"CycleNet","total_return":-0.11695651511208527,"annualized_return":-0.29138238599068744,"sharpe":-1.8693091568783915,"max_drawdown":-0.18330457899019517,"win_rate":0.45555555555555555,"avg_turnover":0.8842105263157896,"n_runs":1},{"model":"DLinear","total_return":-0.02745321376641537,"annualized_return":-0.07419101113086579,"sharpe":-0.5523760917300716,"max_drawdown":-0.13445253081772346,"win_rate":0.4888888888888889,"avg_turnover":1.3105263157894735,"n_runs":1},{"model":"DSFormer","total_return":-0.09593484784020087,"annualized_return":-0.24367763518787822,"sharpe":-1.6361812036718635,"max_drawdown":-0.1786887022880719,"win_rate":0.45555555555555555,"avg_turnover":0.8631578947368422,"n_runs":1},{"model":"DTAF","total_return":-0.08910612546178175,"annualized_return":-0.22775174850823088,"sharpe":-1.4406283706091734,"max_drawdown":-0.1700820409508379,"win_rate":0.4777777777777778,"avg_turnover":0.7842105263157894,"n_runs":1},{"model":"DUET","total_return":-0.11183334922788361,"annualized_return":-0.2799390159928037,"sharpe":-1.885202558770196,"max_drawdown":-0.16526264324636755,"win_rate":0.4888888888888889,"avg_turnover":1.1105263157894738,"n_runs":1},{"model":"DeepAR","total_return":-0.06772464145883382,"annualized_return":-0.17650517137531896,"sharpe":-1.1380346118446365,"max_drawdown":-0.14591221362961612,"win_rate":0.4222222222222222,"avg_turnover":1.2105263157894737,"n_runs":1},{"model":"DistDF","total_return":-0.11751257184818131,"annualized_return":-0.2926173837133308,"sharpe":-1.8042951136576557,"max_drawdown":-0.18946770653722256,"win_rate":0.4111111111111111,"avg_turnover":0.8210526315789473,"n_runs":1},{"model":"DynamicTMoE","total_return":-0.12717762599518476,"annualized_return":-0.3138641635862973,"sharpe":-2.0354957742616397,"max_drawdown":-0.18882980125025217,"win_rate":0.4444444444444444,"avg_turnover":0.8736842105263157,"n_runs":1},{"model":"ETSformer","total_return":-0.11986446455711126,"annualized_return":-0.29782570930333396,"sharpe":-2.2167432245564656,"max_drawdown":-0.176472536595058,"win_rate":0.4888888888888889,"avg_turnover":1.4578947368421051,"n_runs":1},{"model":"FEDformer","total_return":-0.12349744955798751,"annualized_return":-0.3058227828109039,"sharpe":-2.019534284669189,"max_drawdown":-0.19806567666432048,"win_rate":0.4888888888888889,"avg_turnover":0.763157894736842,"n_runs":1},{"model":"FITS","total_return":-0.15331579493470654,"annualized_return":-0.3692692019939141,"sharpe":-2.486742233406342,"max_drawdown":-0.19855265005815084,"win_rate":0.4222222222222222,"avg_turnover":0.9368421052631579,"n_runs":1},{"model":"FTP","total_return":-0.14677746618809354,"annualized_return":-0.35568885092513747,"sharpe":-2.365183645261026,"max_drawdown":-0.20453275883933678,"win_rate":0.4444444444444444,"avg_turnover":0.8526315789473684,"n_runs":1},{"model":"FeTS","total_return":-0.14427445917615098,"annualized_return":-0.3504410063044412,"sharpe":-2.335517914865993,"max_drawdown":-0.21218116205403922,"win_rate":0.43333333333333335,"avg_turnover":0.8105263157894737,"n_runs":1},{"model":"FiLM","total_return":-0.10162174972818164,"annualized_return":-0.2567791832419257,"sharpe":-1.5756413778671763,"max_drawdown":-0.187445802629482,"win_rate":0.4777777777777778,"avg_turnover":0.8105263157894737,"n_runs":1},{"model":"FreTS","total_return":-0.10055034452728473,"annualized_return":-0.25432204489179655,"sharpe":-1.4433328155778231,"max_drawdown":-0.14825045566275274,"win_rate":0.45555555555555555,"avg_turnover":1.4789473684210526,"n_runs":1},{"model":"Fredformer","total_return":-0.08538389143842157,"annualized_return":-0.2189813224242736,"sharpe":-1.3620342835089827,"max_drawdown":-0.1676101027451486,"win_rate":0.4777777777777778,"avg_turnover":0.8526315789473685,"n_runs":1},{"model":"GOTSF","total_return":-0.095533707294591,"annualized_return":-0.24274795543242678,"sharpe":-1.8426552319470142,"max_drawdown":-0.1767361994802074,"win_rate":0.43333333333333335,"avg_turnover":1.3526315789473684,"n_runs":1},{"model":"GTR","total_return":-0.11526888522219855,"annualized_return":-0.2876257407702023,"sharpe":-1.8197831417676067,"max_drawdown":-0.19971157749123927,"win_rate":0.5,"avg_turnover":0.9210526315789473,"n_runs":1},{"model":"HDMixer","total_return":-0.1264761696788608,"annualized_return":-0.31233606026517446,"sharpe":-2.023317466903616,"max_drawdown":-0.2032080613107599,"win_rate":0.43333333333333335,"avg_turnover":0.8736842105263157,"n_runs":1},{"model":"HMformer","total_return":-0.13034059361449246,"annualized_return":-0.3207276530145706,"sharpe":-2.065206810219642,"max_drawdown":-0.19930138913566167,"win_rate":0.4444444444444444,"avg_turnover":0.8842105263157896,"n_runs":1},{"model":"HN_MVTS","total_return":-0.14333808488023514,"annualized_return":-0.34847079392472613,"sharpe":-2.282987877795628,"max_drawdown":-0.2159684492678341,"win_rate":0.43333333333333335,"avg_turnover":0.9,"n_runs":1},{"model":"ImplicitForecaster","total_return":-0.13296780737214267,"annualized_return":-0.32639510743162725,"sharpe":-2.1164176473808145,"max_drawdown":-0.2067354998677304,"win_rate":0.4222222222222222,"avg_turnover":0.863157894736842,"n_runs":1},{"model":"Informer","total_return":-0.051393025716120026,"annualized_return":-0.135934403251046,"sharpe":-1.0869892392929923,"max_drawdown":-0.10460619444954432,"win_rate":0.43333333333333335,"avg_turnover":0.2473684210526316,"n_runs":1},{"model":"InterPDN","total_return":-0.09112067981261213,"annualized_return":-0.2324721318644848,"sharpe":-1.86927234541675,"max_drawdown":-0.16863018370741048,"win_rate":0.45555555555555555,"avg_turnover":1.3473684210526315,"n_runs":1},{"model":"Koopa","total_return":-0.10038917952237023,"annualized_return":-0.253951984013827,"sharpe":-1.6760626283544033,"max_drawdown":-0.19344714603600635,"win_rate":0.5,"avg_turnover":0.8052631578947368,"n_runs":1},{"model":"Kronos","total_return":-0.13810986793357435,"annualized_return":-0.33739998906066637,"sharpe":-2.256640342966265,"max_drawdown":-0.20796398662358587,"win_rate":0.4444444444444444,"avg_turnover":0.8421052631578947,"n_runs":1},{"model":"LatentTSF","total_return":-0.1413937247886631,"annualized_return":-0.3443675069938027,"sharpe":-2.4011419259059843,"max_drawdown":-0.21153022707510094,"win_rate":0.4666666666666667,"avg_turnover":0.8631578947368422,"n_runs":1},{"model":"LightTS","total_return":-0.119375017892897,"annualized_return":-0.29674384320081126,"sharpe":-2.001460730389572,"max_drawdown":-0.15935059229563256,"win_rate":0.45555555555555555,"avg_turnover":1.2947368421052632,"n_runs":1},{"model":"Linear","total_return":-0.04675986850369652,"annualized_return":-0.12419701958673635,"sharpe":-0.7543878919441858,"max_drawdown":-0.14468435147687778,"win_rate":0.4444444444444444,"avg_turnover":1.205263157894737,"n_runs":1},{"model":"MAFS","total_return":-0.13848241267275974,"annualized_return":-0.3381928025672022,"sharpe":-2.1628889645667737,"max_drawdown":-0.19702174611465537,"win_rate":0.4444444444444444,"avg_turnover":0.9,"n_runs":1},{"model":"MICN","total_return":-0.09166884387565846,"annualized_return":-0.23375335834140243,"sharpe":-2.2274062957587835,"max_drawdown":-0.14577988581169837,"win_rate":0.4222222222222222,"avg_turnover":1.3894736842105264,"n_runs":1},{"model":"MMPD","total_return":-0.14330424260431598,"annualized_return":-0.3483995154633739,"sharpe":-2.296234770199309,"max_drawdown":-0.20788473156538345,"win_rate":0.4444444444444444,"avg_turnover":0.9263157894736843,"n_runs":1},{"model":"MSGNet","total_return":-0.08171139233133033,"annualized_return":-0.21026597107830047,"sharpe":-1.2182742867235965,"max_drawdown":-0.17382993444627404,"win_rate":0.4777777777777778,"avg_turnover":0.8473684210526317,"n_runs":1},{"model":"MTSMixer","total_return":-0.10954142724678631,"annualized_return":-0.2747816885080758,"sharpe":-1.7250629577103538,"max_drawdown":-0.199851743080567,"win_rate":0.4888888888888889,"avg_turnover":0.9315789473684211,"n_runs":1},{"model":"MambaSimple","total_return":-0.1107644932252987,"annualized_return":-0.27753678146260896,"sharpe":-1.8459113026867202,"max_drawdown":-0.17907677412064515,"win_rate":0.45555555555555555,"avg_turnover":0.868421052631579,"n_runs":1},{"model":"MixLinear","total_return":-0.10567782019451377,"annualized_return":-0.26603441453666454,"sharpe":-1.6886523449772495,"max_drawdown":-0.18517581032288252,"win_rate":0.4666666666666667,"avg_turnover":0.9157894736842106,"n_runs":1},{"model":"MoFo","total_return":-0.08966527256225817,"annualized_return":-0.22906376266703665,"sharpe":-1.4152336859350059,"max_drawdown":-0.1816651388640341,"win_rate":0.4666666666666667,"avg_turnover":0.8894736842105264,"n_runs":1},{"model":"ModernTCN","total_return":-0.07988913441100856,"annualized_return":-0.20591853960105588,"sharpe":-1.2706124186195307,"max_drawdown":-0.1630009206079358,"win_rate":0.4777777777777778,"avg_turnover":0.7578947368421052,"n_runs":1},{"model":"MultiPatchFormer","total_return":-0.09919812318314507,"annualized_return":-0.2512134881807476,"sharpe":-1.6124842616515822,"max_drawdown":-0.17900442980489087,"win_rate":0.4666666666666667,"avg_turnover":0.8210526315789474,"n_runs":1},{"model":"NBeats","total_return":-0.01071090528204618,"annualized_return":-0.02938070217863198,"sharpe":-0.03597127480462175,"max_drawdown":-0.12406108582996131,"win_rate":0.4666666666666667,"avg_turnover":1.3526315789473684,"n_runs":1},{"model":"NHiTS","total_return":-0.0726782112901155,"annualized_return":-0.1885652673298841,"sharpe":-1.1801406992920696,"max_drawdown":-0.18849744029250576,"win_rate":0.4777777777777778,"avg_turnover":0.8842105263157896,"n_runs":1},{"model":"NLinear","total_return":-0.08674897141273843,"annualized_return":-0.22220510882037692,"sharpe":-1.3931275125287934,"max_drawdown":-0.16387421837936278,"win_rate":0.4666666666666667,"avg_turnover":0.8842105263157896,"n_runs":1},{"model":"NSTransformer","total_return":-0.10813674720965885,"annualized_return":-0.27160921893999135,"sharpe":-1.6395243004391584,"max_drawdown":-0.184288573589767,"win_rate":0.5222222222222223,"avg_turnover":0.7999999999999999,"n_runs":1},{"model":"OLinear","total_return":-0.14208737074501732,"annualized_return":-0.3458332336947496,"sharpe":-2.4010935297729135,"max_drawdown":-0.2219151064937174,"win_rate":0.4444444444444444,"avg_turnover":0.7947368421052632,"n_runs":1},{"model":"OccamVTS","total_return":-0.14163114866921644,"annualized_return":-0.34486943764497413,"sharpe":-2.2213189996145686,"max_drawdown":-0.21066894965806207,"win_rate":0.43333333333333335,"avg_turnover":0.9105263157894737,"n_runs":1},{"model":"PAttn","total_return":-0.07287340132386831,"annualized_return":-0.18903815615091157,"sharpe":-1.1991205446072104,"max_drawdown":-0.15506836386875097,"win_rate":0.4888888888888889,"avg_turnover":0.868421052631579,"n_runs":1},{"model":"PHAT","total_return":-0.1114805998896244,"annualized_return":-0.27914678332433096,"sharpe":-1.8151645359044837,"max_drawdown":-0.17398496858920726,"win_rate":0.5,"avg_turnover":0.9315789473684211,"n_runs":1},{"model":"PMDformer","total_return":-0.12055005824497203,"annualized_return":-0.2993393472913479,"sharpe":-1.9419206416387171,"max_drawdown":-0.19095183639012112,"win_rate":0.4666666666666667,"avg_turnover":0.8947368421052632,"n_runs":1},{"model":"PULSE","total_return":-0.12976333321627392,"annualized_return":-0.3194783130568559,"sharpe":-2.1694255737572603,"max_drawdown":-0.21010017427957925,"win_rate":0.4777777777777778,"avg_turnover":0.7631578947368421,"n_runs":1},{"model":"PWS","total_return":-0.1201430275412962,"annualized_return":-0.2984409659607735,"sharpe":-2.0057823504226624,"max_drawdown":-0.2035503738144064,"win_rate":0.4666666666666667,"avg_turnover":0.9210526315789473,"n_runs":1},{"model":"PaiFilter","total_return":-0.09789176339175552,"annualized_return":-0.2482025094786583,"sharpe":-1.616771234405931,"max_drawdown":-0.17631670435453412,"win_rate":0.45555555555555555,"avg_turnover":0.7789473684210526,"n_runs":1},{"model":"PatchMLP","total_return":-0.08325121336136991,"annualized_return":-0.2139277037586106,"sharpe":-1.380005227794393,"max_drawdown":-0.15458507326603638,"win_rate":0.4888888888888889,"avg_turnover":0.9157894736842106,"n_runs":1},{"model":"PatchTST","total_return":-0.09204857066043047,"annualized_return":-0.23464009391920793,"sharpe":-1.476032245734479,"max_drawdown":-0.18081685092552208,"win_rate":0.4777777777777778,"avg_turnover":0.9368421052631579,"n_runs":1},{"model":"Pathformer","total_return":-0.1027679798319512,"annualized_return":-0.25940218935856485,"sharpe":-1.637408318643491,"max_drawdown":-0.18775966365218205,"win_rate":0.4666666666666667,"avg_turnover":0.8473684210526317,"n_runs":1},{"model":"PhaseFormer","total_return":-0.13668820864291467,"annualized_return":-0.33436897668132615,"sharpe":-2.2435346897367494,"max_drawdown":-0.21748089490844524,"win_rate":0.4666666666666667,"avg_turnover":0.7894736842105263,"n_runs":1},{"model":"Pyraformer","total_return":-0.14426237088590407,"annualized_return":-0.35041559578397785,"sharpe":-3.2316322863770868,"max_drawdown":-0.15911760395023827,"win_rate":0.35555555555555557,"avg_turnover":0.5368421052631579,"n_runs":1},{"model":"RLinear","total_return":-0.09847807513730694,"annualized_return":-0.24955483187927985,"sharpe":-1.6386410620583383,"max_drawdown":-0.176251495079927,"win_rate":0.4444444444444444,"avg_turnover":0.8368421052631579,"n_runs":1},{"model":"Reformer","total_return":-0.08081323292508663,"annualized_return":-0.20812510293338082,"sharpe":-1.6326654940592886,"max_drawdown":-0.11319738701065822,"win_rate":0.43333333333333335,"avg_turnover":1.1526315789473685,"n_runs":1},{"model":"S4","total_return":-0.11253857568254369,"annualized_return":-0.28152120172907635,"sharpe":-1.714701534081903,"max_drawdown":-0.18605090034334162,"win_rate":0.4444444444444444,"avg_turnover":0.9263157894736841,"n_runs":1},{"model":"SCINet","total_return":-0.09441313441349705,"annualized_return":-0.240147058199638,"sharpe":-1.4165781458122337,"max_drawdown":-0.17328039457969532,"win_rate":0.5111111111111111,"avg_turnover":0.863157894736842,"n_runs":1},{"model":"SEMPO","total_return":-0.13760312542810488,"annualized_return":-0.3363206152743481,"sharpe":-2.148312468816386,"max_drawdown":-0.19613686607657124,"win_rate":0.4444444444444444,"avg_turnover":0.8894736842105262,"n_runs":1},{"model":"SOFTS","total_return":-0.11580708261423826,"annualized_return":-0.2888251404338239,"sharpe":-1.8665652731696931,"max_drawdown":-0.18019587166155204,"win_rate":0.45555555555555555,"avg_turnover":0.8947368421052632,"n_runs":1},{"model":"SRSNet","total_return":-0.06818820045018592,"annualized_return":-0.1776385885306765,"sharpe":-1.033873132940437,"max_drawdown":-0.16645323809444496,"win_rate":0.5,"avg_turnover":0.7578947368421052,"n_runs":1},{"model":"SVTime","total_return":-0.09793473695622419,"annualized_return":-0.24830168042296585,"sharpe":-1.645120672851754,"max_drawdown":-0.16238570068520145,"win_rate":0.4666666666666667,"avg_turnover":0.8315789473684212,"n_runs":1},{"model":"S_Mamba","total_return":-0.07961738612780767,"annualized_return":-0.2052689122307224,"sharpe":-1.2217857188953163,"max_drawdown":-0.1624983491043046,"win_rate":0.5,"avg_turnover":0.868421052631579,"n_runs":1},{"model":"SegRNN","total_return":-0.08010142730716499,"annualized_return":-0.20642579988780319,"sharpe":-1.4557814148138442,"max_drawdown":-0.16136519023028595,"win_rate":0.4777777777777778,"avg_turnover":0.8842105263157893,"n_runs":1},{"model":"Sonnet","total_return":-0.1360780466572561,"annualized_return":-0.3330653847282583,"sharpe":-2.2084211087511094,"max_drawdown":-0.20984824187596104,"win_rate":0.4222222222222222,"avg_turnover":0.8368421052631578,"n_runs":1},{"model":"SparseTSF","total_return":-0.0950943814622215,"annualized_return":-0.2417289404964832,"sharpe":-1.508870770971148,"max_drawdown":-0.17751899770399623,"win_rate":0.4888888888888889,"avg_turnover":0.8421052631578947,"n_runs":1},{"model":"Sumba","total_return":-0.0818474227245904,"annualized_return":-0.2105898926305083,"sharpe":-1.3185756012562015,"max_drawdown":-0.16982947155475636,"win_rate":0.45555555555555555,"avg_turnover":0.7736842105263156,"n_runs":1},{"model":"SymTime","total_return":-0.08567776635457598,"annualized_return":-0.21967606000385076,"sharpe":-1.6959216211939652,"max_drawdown":-0.16653199423286205,"win_rate":0.45555555555555555,"avg_turnover":1.3368421052631578,"n_runs":1},{"model":"TSMixer","total_return":-0.11926624533763551,"annualized_return":-0.2965032693205346,"sharpe":-1.867542359964233,"max_drawdown":-0.15149511706387467,"win_rate":0.4444444444444444,"avg_turnover":1.4105263157894736,"n_runs":1},{"model":"TSRAG","total_return":-0.13959858330201846,"annualized_return":-0.3405644996211249,"sharpe":-2.2696548012881412,"max_drawdown":-0.20821406423454708,"win_rate":0.45555555555555555,"avg_turnover":0.863157894736842,"n_runs":1},{"model":"TexFilter","total_return":-0.10434834769758443,"annualized_return":-0.26300895632212284,"sharpe":-1.6997489670657733,"max_drawdown":-0.173917153543484,"win_rate":0.45555555555555555,"avg_turnover":0.8473684210526317,"n_runs":1},{"model":"TiDE","total_return":-0.08394126359564345,"annualized_return":-0.2155651339049004,"sharpe":-1.418364071464435,"max_drawdown":-0.1594414232112933,"win_rate":0.4888888888888889,"avg_turnover":0.7999999999999999,"n_runs":1},{"model":"TiRex","total_return":-0.14068257519160968,"annualized_return":-0.34286261724939116,"sharpe":-2.2668224520776667,"max_drawdown":-0.20281366028723283,"win_rate":0.4222222222222222,"avg_turnover":0.9315789473684211,"n_runs":1},{"model":"TimeAlign","total_return":-0.10542128807502368,"annualized_return":-0.26545124774057693,"sharpe":-1.629737849963371,"max_drawdown":-0.189767548335425,"win_rate":0.4444444444444444,"avg_turnover":0.8210526315789475,"n_runs":1},{"model":"TimeBase","total_return":-0.1024940972291301,"annualized_return":-0.2587759814889917,"sharpe":-1.7846667129969747,"max_drawdown":-0.14799303250958468,"win_rate":0.4777777777777778,"avg_turnover":0.8473684210526317,"n_runs":1},{"model":"TimeBridge","total_return":-0.061348805375689756,"annualized_return":-0.16081466144353707,"sharpe":-1.0346408034849401,"max_drawdown":-0.15145406462235236,"win_rate":0.4888888888888889,"avg_turnover":0.8368421052631578,"n_runs":1},{"model":"TimeCAP","total_return":-0.125197367148931,"annualized_return":-0.30954463243067276,"sharpe":-2.0331241133502527,"max_drawdown":-0.19844791789213395,"win_rate":0.4777777777777778,"avg_turnover":0.8894736842105262,"n_runs":1},{"model":"TimeEmb","total_return":-0.08834607343734789,"annualized_return":-0.22596603355800549,"sharpe":-1.4514782089465932,"max_drawdown":-0.16945627596653817,"win_rate":0.45555555555555555,"avg_turnover":0.8052631578947368,"n_runs":1},{"model":"TimeFilter","total_return":-0.09740182455562882,"annualized_return":-0.24707127699138842,"sharpe":-1.6051933457156877,"max_drawdown":-0.180562280917138,"win_rate":0.5,"avg_turnover":0.8473684210526317,"n_runs":1},{"model":"TimeKAN","total_return":-0.08472577013202676,"annualized_return":-0.21742405184195102,"sharpe":-1.3557028611277326,"max_drawdown":-0.17222619148065502,"win_rate":0.4888888888888889,"avg_turnover":0.8157894736842105,"n_runs":1},{"model":"TimeMixer","total_return":-0.07174553358821047,"annualized_return":-0.18630322773939423,"sharpe":-1.0779659051963133,"max_drawdown":-0.16417982492582792,"win_rate":0.5555555555555556,"avg_turnover":0.8473684210526317,"n_runs":1},{"model":"TimeMosaic","total_return":-0.11750852837796731,"annualized_return":-0.2926084081645255,"sharpe":-1.8892361264004516,"max_drawdown":-0.1815753709736233,"win_rate":0.43333333333333335,"avg_turnover":0.8526315789473684,"n_runs":1},{"model":"TimeO1","total_return":-0.13682581549880457,"annualized_return":-0.334662744260507,"sharpe":-2.184938211846883,"max_drawdown":-0.20524011632168007,"win_rate":0.4666666666666667,"avg_turnover":0.8526315789473684,"n_runs":1},{"model":"TimePerceiver","total_return":-0.1270612622735384,"annualized_return":-0.31361081866576934,"sharpe":-1.9837356497325789,"max_drawdown":-0.20548821062543174,"win_rate":0.4666666666666667,"avg_turnover":0.7947368421052632,"n_runs":1},{"model":"TimeXer","total_return":-0.1028441637993448,"annualized_return":-0.2595763170218601,"sharpe":-1.6426557753520405,"max_drawdown":-0.18130419456641814,"win_rate":0.5,"avg_turnover":0.7736842105263158,"n_runs":1},{"model":"TimesNet","total_return":-0.08441746100175195,"annualized_return":-0.21669383776713025,"sharpe":-1.2357134221258104,"max_drawdown":-0.16768271047964597,"win_rate":0.4666666666666667,"avg_turnover":0.7947368421052632,"n_runs":1},{"model":"Transformer","total_return":-0.058607011018119055,"annualized_return":-0.1540090168426651,"sharpe":-1.066713522163155,"max_drawdown":-0.14139122761796558,"win_rate":0.4666666666666667,"avg_turnover":0.21052631578947367,"n_runs":1},{"model":"UMixer","total_return":-0.0654049434111003,"annualized_return":-0.17081843934126484,"sharpe":-1.457958285475073,"max_drawdown":-0.1205197586140906,"win_rate":0.4666666666666667,"avg_turnover":1.194736842105263,"n_runs":1},{"model":"WPMixer","total_return":-0.10378030758466898,"annualized_return":-0.26171385167903083,"sharpe":-1.6844912073305152,"max_drawdown":-0.18151196931554292,"win_rate":0.4444444444444444,"avg_turnover":0.831578947368421,"n_runs":1},{"model":"WaveNet","total_return":-0.08268030390911585,"annualized_return":-0.21257133507814852,"sharpe":-1.3404066134221773,"max_drawdown":-0.1685650071950487,"win_rate":0.4666666666666667,"avg_turnover":0.8,"n_runs":1},{"model":"iTransformer","total_return":-0.11847506429801381,"annualized_return":-0.29475182020655344,"sharpe":-1.843556329955913,"max_drawdown":-0.18196472061439528,"win_rate":0.43333333333333335,"avg_turnover":1.0526315789473684,"n_runs":1},{"model":"xPatch","total_return":-0.09283568851379374,"annualized_return":-0.23647607792681813,"sharpe":-1.5144940027742322,"max_drawdown":-0.16322120092041628,"win_rate":0.4777777777777778,"avg_turnover":0.8263157894736842,"n_runs":1}],"backtest_91d_aggressive":[{"model":"baseline","total_return":-0.06960185401681437,"annualized_return":-0.18108886303721983,"sharpe":-1.7667643149239045,"max_drawdown":-0.09898782941690554,"win_rate":0.4222222222222222,"avg_turnover":0,"n_runs":1},{"model":"AGCRN","total_return":-0.1235962712730309,"annualized_return":-0.30603949602402214,"sharpe":-2.0678090339496977,"max_drawdown":-0.14874108669980546,"win_rate":0.43333333333333335,"avg_turnover":1.0684210526315787,"n_runs":1},{"model":"BiST","total_return":-0.01038679878821585,"annualized_return":-0.02849985931940957,"sharpe":-0.2327757849155433,"max_drawdown":-0.14101055351997943,"win_rate":0.4666666666666667,"avg_turnover":1.2473684210526315,"n_runs":1},{"model":"BigST","total_return":-0.08905845773037639,"annualized_return":-0.22763983232555718,"sharpe":-1.6425137158963732,"max_drawdown":-0.1519595624866428,"win_rate":0.4,"avg_turnover":1.5789473684210527,"n_runs":1},{"model":"D2STGNN","total_return":-0.009605492178581887,"annualized_return":-0.026374358358177696,"sharpe":-0.252054375963979,"max_drawdown":-0.057709004163141314,"win_rate":0.45555555555555555,"avg_turnover":0.1736842105263158,"n_runs":1},{"model":"DCRNN","total_return":-0.06372931131985854,"annualized_return":-0.16669506707380544,"sharpe":-1.1321299821626978,"max_drawdown":-0.11882260680645627,"win_rate":0.4222222222222222,"avg_turnover":1.0526315789473681,"n_runs":1},{"model":"DFDGCN","total_return":-0.10564808429332916,"annualized_return":-0.26596683196361126,"sharpe":-1.6097240886607371,"max_drawdown":-0.16990865318338216,"win_rate":0.4444444444444444,"avg_turnover":1.463157894736842,"n_runs":1},{"model":"DGCRN","total_return":-0.038396679727708806,"annualized_return":-0.10275329276417378,"sharpe":-1.100132891045863,"max_drawdown":-0.08051294126637586,"win_rate":0.4222222222222222,"avg_turnover":1.0315789473684212,"n_runs":1},{"model":"DSTAGNN","total_return":-0.004903397114813444,"annualized_return":-0.013519813258061841,"sharpe":-0.10882509598518814,"max_drawdown":-0.06837507820334089,"win_rate":0.4666666666666667,"avg_turnover":0.05263157894736842,"n_runs":1},{"model":"GTS","total_return":-0.06930073761325516,"annualized_return":-0.18035471129295688,"sharpe":-1.3975915912890498,"max_drawdown":-0.09288531920264087,"win_rate":0.4777777777777778,"avg_turnover":0.9263157894736841,"n_runs":1},{"model":"GWNet","total_return":-0.12234010874202719,"annualized_return":-0.30328154830010523,"sharpe":-2.1033097964394636,"max_drawdown":-0.12426729329008845,"win_rate":0.4444444444444444,"avg_turnover":0.8210526315789474,"n_runs":1},{"model":"HimNet","total_return":-0.09581888355978986,"annualized_return":-0.24340895238054583,"sharpe":-1.3517442725684359,"max_drawdown":-0.14783865885605635,"win_rate":0.45555555555555555,"avg_turnover":1.026315789473684,"n_runs":1},{"model":"LSTM","total_return":-0.025358266462870874,"annualized_return":-0.06865788750131274,"sharpe":-0.42830714363585876,"max_drawdown":-0.06325035076540432,"win_rate":0.43333333333333335,"avg_turnover":0.41052631578947374,"n_runs":1},{"model":"MAGE","total_return":-0.07421059401480946,"annualized_return":-0.1922730517332386,"sharpe":-1.0988981278382355,"max_drawdown":-0.1555837433026567,"win_rate":0.4222222222222222,"avg_turnover":1.2210526315789476,"n_runs":1},{"model":"MTGNN","total_return":0.0005782792361831526,"annualized_return":0.0016022079734165917,"sharpe":-0.04713086298790064,"max_drawdown":-0.06121399388213824,"win_rate":0.45555555555555555,"avg_turnover":0.8368421052631579,"n_runs":1},{"model":"RPMixer","total_return":-0.09854845105062297,"annualized_return":-0.24971704869568034,"sharpe":-1.8123672582667685,"max_drawdown":-0.17753484542261522,"win_rate":0.4444444444444444,"avg_turnover":0.9368421052631579,"n_runs":1},{"model":"STAEformer","total_return":-0.1507794237642174,"annualized_return":-0.36402300280640654,"sharpe":-2.307699828104101,"max_drawdown":-0.19614572147403625,"win_rate":0.4222222222222222,"avg_turnover":1.3052631578947367,"n_runs":1},{"model":"STDN","total_return":-0.07933841602371296,"annualized_return":-0.2046016676596476,"sharpe":-1.6101989028099006,"max_drawdown":-0.10970825225139708,"win_rate":0.4,"avg_turnover":1.5263157894736843,"n_runs":1},{"model":"STGCN","total_return":-0.035744627771419936,"annualized_return":-0.09588393539134432,"sharpe":-0.9046864508302003,"max_drawdown":-0.05936926580201439,"win_rate":0.4222222222222222,"avg_turnover":0.3421052631578947,"n_runs":1},{"model":"STGODE","total_return":-0.0019712306382640966,"annualized_return":-0.0054492784101354275,"sharpe":-0.09290316072655687,"max_drawdown":-0.10249938713132156,"win_rate":0.4777777777777778,"avg_turnover":0.7684210526315789,"n_runs":1},{"model":"STID","total_return":0.0037149669297606453,"annualized_return":0.010321441242102436,"sharpe":0.016757777852389785,"max_drawdown":-0.1252488355062571,"win_rate":0.4,"avg_turnover":1.105263157894737,"n_runs":1},{"model":"STNorm","total_return":-0.05414480699577287,"annualized_return":-0.14285778684638017,"sharpe":-0.862266873380217,"max_drawdown":-0.1597711123586013,"win_rate":0.5,"avg_turnover":1.1,"n_runs":1},{"model":"STOP","total_return":-0.1263769873834308,"annualized_return":-0.31211981907763986,"sharpe":-2.3213690150446245,"max_drawdown":-0.1681596926332165,"win_rate":0.4111111111111111,"avg_turnover":1.463157894736842,"n_runs":1},{"model":"STPGNN","total_return":-0.09239360131757031,"annualized_return":-0.23544523858657085,"sharpe":-1.6015093556724376,"max_drawdown":-0.13474785432330333,"win_rate":0.4,"avg_turnover":1.2842105263157895,"n_runs":1},{"model":"STTN","total_return":-0.11243093935579247,"annualized_return":-0.28127986185361986,"sharpe":-1.7445607688200728,"max_drawdown":-0.1494436335591231,"win_rate":0.45555555555555555,"avg_turnover":1.105263157894737,"n_runs":1},{"model":"STWave","total_return":-0.023817467057983856,"annualized_return":-0.06457491306792962,"sharpe":-0.7088304973495593,"max_drawdown":-0.08777849031765174,"win_rate":0.4444444444444444,"avg_turnover":0.8210526315789474,"n_runs":1},{"model":"StemGNN","total_return":-0.015346526267015492,"annualized_return":-0.041923400837936886,"sharpe":-0.3433004069010071,"max_drawdown":-0.0659413732332717,"win_rate":0.4666666666666667,"avg_turnover":0.05263157894736842,"n_runs":1},{"model":"AMRC","total_return":-0.16760260596882506,"annualized_return":-0.39830367901805364,"sharpe":-2.590845529259816,"max_drawdown":-0.21580859027952284,"win_rate":0.4666666666666667,"avg_turnover":0.9736842105263158,"n_runs":1},{"model":"APN","total_return":-0.14075321538624727,"annualized_return":-0.3430122001700754,"sharpe":-2.29272389955463,"max_drawdown":-0.20682775397255382,"win_rate":0.4444444444444444,"avg_turnover":0.9,"n_runs":1},{"model":"Amplifier","total_return":-0.10110085130612738,"annualized_return":-0.2555852128424011,"sharpe":-1.6291521389191281,"max_drawdown":-0.17172023300834566,"win_rate":0.4777777777777778,"avg_turnover":0.9473684210526315,"n_runs":1},{"model":"Aurora","total_return":-0.09579671418407315,"annualized_return":-0.2433575802240009,"sharpe":-1.6510134130487155,"max_drawdown":-0.17537833607386705,"win_rate":0.45555555555555555,"avg_turnover":0.9789473684210527,"n_runs":1},{"model":"Autoformer","total_return":-0.12672400567290756,"annualized_return":-0.31287621230017526,"sharpe":-2.0889952367340974,"max_drawdown":-0.18156325575367271,"win_rate":0.43333333333333335,"avg_turnover":1.0315789473684212,"n_runs":1},{"model":"BiMamba","total_return":-0.11688933508286649,"annualized_return":-0.29123308646879287,"sharpe":-1.8728762917108908,"max_drawdown":-0.1928803788784883,"win_rate":0.4444444444444444,"avg_turnover":0.8842105263157896,"n_runs":1},{"model":"CARD","total_return":-0.09356827149705287,"annualized_return":-0.2381823267780877,"sharpe":-1.4326016641974308,"max_drawdown":-0.16700959231396867,"win_rate":0.4888888888888889,"avg_turnover":0.9105263157894737,"n_runs":1},{"model":"CATS","total_return":-0.09105562736698973,"annualized_return":-0.23231999368841527,"sharpe":-1.3387300280002055,"max_drawdown":-0.17037562799144418,"win_rate":0.5,"avg_turnover":0.7421052631578947,"n_runs":1},{"model":"CMoS","total_return":-0.08606563518299454,"annualized_return":-0.22059240009529646,"sharpe":-1.3032800916337892,"max_drawdown":-0.1859087329461952,"win_rate":0.5222222222222223,"avg_turnover":0.731578947368421,"n_runs":1},{"model":"COSA","total_return":-0.165740061373604,"annualized_return":-0.3945679810912507,"sharpe":-2.631699736580692,"max_drawdown":-0.2160205743583526,"win_rate":0.45555555555555555,"avg_turnover":0.9578947368421052,"n_runs":1},{"model":"CoRA","total_return":-0.1302369385902068,"annualized_return":-0.32050342491693773,"sharpe":-2.1868063717817825,"max_drawdown":-0.20641128151633772,"win_rate":0.4444444444444444,"avg_turnover":0.9894736842105265,"n_runs":1},{"model":"CrossGNN","total_return":-0.09012554149480735,"annualized_return":-0.23014269422592437,"sharpe":-1.450006122697241,"max_drawdown":-0.182487837035284,"win_rate":0.43333333333333335,"avg_turnover":0.9157894736842105,"n_runs":1},{"model":"CrossLinear","total_return":-0.11915406930070661,"annualized_return":-0.2962551128438464,"sharpe":-1.9238498947994371,"max_drawdown":-0.1977369000100829,"win_rate":0.4888888888888889,"avg_turnover":0.8210526315789474,"n_runs":1},{"model":"Crossformer","total_return":-0.09007258770137909,"annualized_return":-0.23001861263710865,"sharpe":-1.6143538615861983,"max_drawdown":-0.13523080569017745,"win_rate":0.4,"avg_turnover":1.0894736842105264,"n_runs":1},{"model":"CycleNet","total_return":-0.13005420389800532,"annualized_return":-0.3201080153435867,"sharpe":-2.063262613909415,"max_drawdown":-0.1906770204700529,"win_rate":0.43333333333333335,"avg_turnover":0.9105263157894735,"n_runs":1},{"model":"DLinear","total_return":-0.03256315791579348,"annualized_return":-0.0875990619170186,"sharpe":-0.6537867705860544,"max_drawdown":-0.1396100721467038,"win_rate":0.45555555555555555,"avg_turnover":1.3368421052631578,"n_runs":1},{"model":"DSFormer","total_return":-0.09557119404746894,"annualized_return":-0.24283486530572995,"sharpe":-1.6168612338399773,"max_drawdown":-0.17779550682995524,"win_rate":0.4666666666666667,"avg_turnover":0.8842105263157896,"n_runs":1},{"model":"DTAF","total_return":-0.09002721062919043,"annualized_return":-0.22991227469374853,"sharpe":-1.426369164124021,"max_drawdown":-0.16899920459293846,"win_rate":0.4888888888888889,"avg_turnover":0.7894736842105262,"n_runs":1},{"model":"DUET","total_return":-0.126405242890878,"annualized_return":-0.3121814272840412,"sharpe":-2.1302119999088713,"max_drawdown":-0.1698645772963431,"win_rate":0.4777777777777778,"avg_turnover":1.1421052631578947,"n_runs":1},{"model":"DeepAR","total_return":-0.0714429498329208,"annualized_return":-0.18556850153806692,"sharpe":-1.181726528872673,"max_drawdown":-0.15575479367723216,"win_rate":0.43333333333333335,"avg_turnover":1.2157894736842105,"n_runs":1},{"model":"DistDF","total_return":-0.10473226361788414,"annualized_return":-0.2638834439264667,"sharpe":-1.6400748052375849,"max_drawdown":-0.17566426236540872,"win_rate":0.4222222222222222,"avg_turnover":0.8210526315789475,"n_runs":1},{"model":"DynamicTMoE","total_return":-0.11513348340566876,"annualized_return":-0.2873237877683611,"sharpe":-1.8407497818258558,"max_drawdown":-0.19417074250184305,"win_rate":0.4666666666666667,"avg_turnover":0.9105263157894737,"n_runs":1},{"model":"ETSformer","total_return":-0.12281475127120677,"annualized_return":-0.30432446367397303,"sharpe":-2.2494630838057414,"max_drawdown":-0.180179986369727,"win_rate":0.4666666666666667,"avg_turnover":1.4736842105263157,"n_runs":1},{"model":"FEDformer","total_return":-0.11356831720195967,"annualized_return":-0.28382744954321726,"sharpe":-1.8605321158195374,"max_drawdown":-0.1916962246671839,"win_rate":0.4888888888888889,"avg_turnover":0.7421052631578947,"n_runs":1},{"model":"FITS","total_return":-0.14048385050162393,"annualized_return":-0.3424416945236727,"sharpe":-2.2886008981574877,"max_drawdown":-0.18622017465852428,"win_rate":0.4111111111111111,"avg_turnover":0.9421052631578949,"n_runs":1},{"model":"FTP","total_return":-0.15311198935484105,"annualized_return":-0.36884867849329284,"sharpe":-2.3833357132027944,"max_drawdown":-0.21095802831195914,"win_rate":0.4777777777777778,"avg_turnover":0.9105263157894737,"n_runs":1},{"model":"FeTS","total_return":-0.15662028276125867,"annualized_return":-0.3760625737662,"sharpe":-2.4408423658348304,"max_drawdown":-0.22842201670401768,"win_rate":0.4222222222222222,"avg_turnover":0.8999999999999999,"n_runs":1},{"model":"FiLM","total_return":-0.10150030390245933,"annualized_return":-0.25650092226177557,"sharpe":-1.5882649923466792,"max_drawdown":-0.18468300637536747,"win_rate":0.4888888888888889,"avg_turnover":0.8421052631578947,"n_runs":1},{"model":"FreTS","total_return":-0.11074868225898454,"annualized_return":-0.27750120822946023,"sharpe":-1.6327634420679313,"max_drawdown":-0.15159649735034367,"win_rate":0.4444444444444444,"avg_turnover":1.5421052631578946,"n_runs":1},{"model":"Fredformer","total_return":-0.07417687431515137,"annualized_return":-0.19219157957806,"sharpe":-1.1639130855287565,"max_drawdown":-0.15438305965230667,"win_rate":0.4888888888888889,"avg_turnover":0.8842105263157896,"n_runs":1},{"model":"GOTSF","total_return":-0.09236969298225967,"annualized_return":-0.23538946486105172,"sharpe":-1.78615772119487,"max_drawdown":-0.1737574447587444,"win_rate":0.43333333333333335,"avg_turnover":1.3526315789473684,"n_runs":1},{"model":"GTR","total_return":-0.1062746244346468,"annualized_return":-0.2673899670181612,"sharpe":-1.7264321197153771,"max_drawdown":-0.19176801611470257,"win_rate":0.5,"avg_turnover":0.9578947368421055,"n_runs":1},{"model":"HDMixer","total_return":-0.1247639827683575,"annualized_return":-0.30859698182968476,"sharpe":-1.990782867907035,"max_drawdown":-0.20504897618197798,"win_rate":0.43333333333333335,"avg_turnover":0.9105263157894737,"n_runs":1},{"model":"HMformer","total_return":-0.1227242135260615,"annualized_return":-0.3041256052987277,"sharpe":-1.9258846822334612,"max_drawdown":-0.1909117941232405,"win_rate":0.45555555555555555,"avg_turnover":0.9684210526315791,"n_runs":1},{"model":"HN_MVTS","total_return":-0.14671031673004525,"annualized_return":-0.35554841920187485,"sharpe":-2.359356587439367,"max_drawdown":-0.2156116409138298,"win_rate":0.4222222222222222,"avg_turnover":0.9684210526315791,"n_runs":1},{"model":"ImplicitForecaster","total_return":-0.14151855260398216,"annualized_return":-0.34463143232377225,"sharpe":-2.284430010860447,"max_drawdown":-0.21372524199999335,"win_rate":0.4222222222222222,"avg_turnover":0.8999999999999999,"n_runs":1},{"model":"Informer","total_return":-0.05124492661504855,"annualized_return":-0.13556078167383123,"sharpe":-1.0531491803860005,"max_drawdown":-0.10423441026462842,"win_rate":0.43333333333333335,"avg_turnover":0.3210526315789474,"n_runs":1},{"model":"InterPDN","total_return":-0.09107282298811722,"annualized_return":-0.2323602109663705,"sharpe":-1.8664613203423372,"max_drawdown":-0.17005744851731802,"win_rate":0.4666666666666667,"avg_turnover":1.3473684210526315,"n_runs":1},{"model":"Koopa","total_return":-0.08903352922857705,"annualized_return":-0.22758130007806254,"sharpe":-1.645429686769604,"max_drawdown":-0.18473977421711998,"win_rate":0.4666666666666667,"avg_turnover":0.7789473684210525,"n_runs":1},{"model":"Kronos","total_return":-0.1607961958538777,"annualized_return":-0.3845803158460861,"sharpe":-2.554674104697494,"max_drawdown":-0.22698073137272523,"win_rate":0.4222222222222222,"avg_turnover":0.9157894736842105,"n_runs":1},{"model":"LatentTSF","total_return":-0.13221168547779227,"annualized_return":-0.32476710159785427,"sharpe":-2.2032014348593547,"max_drawdown":-0.205815171972179,"win_rate":0.4444444444444444,"avg_turnover":0.8894736842105264,"n_runs":1},{"model":"LightTS","total_return":-0.11682355361694062,"annualized_return":-0.29108687561308755,"sharpe":-1.9193045875325663,"max_drawdown":-0.16330474275262796,"win_rate":0.4111111111111111,"avg_turnover":1.331578947368421,"n_runs":1},{"model":"Linear","total_return":-0.036013343559342555,"annualized_return":-0.0965814886662546,"sharpe":-0.6457871857430038,"max_drawdown":-0.12908747611169447,"win_rate":0.43333333333333335,"avg_turnover":1.3578947368421053,"n_runs":1},{"model":"MAFS","total_return":-0.12799045552319824,"annualized_return":-0.3156321747947213,"sharpe":-1.9974613787081725,"max_drawdown":-0.19194160722380937,"win_rate":0.4777777777777778,"avg_turnover":0.9684210526315791,"n_runs":1},{"model":"MICN","total_return":-0.06999196875532634,"annualized_return":-0.18203937666447534,"sharpe":-1.786673344422693,"max_drawdown":-0.12539434402367577,"win_rate":0.43333333333333335,"avg_turnover":1.3842105263157896,"n_runs":1},{"model":"MMPD","total_return":-0.15651682645578172,"annualized_return":-0.3758506004838532,"sharpe":-2.4702910790415338,"max_drawdown":-0.21985593270489054,"win_rate":0.45555555555555555,"avg_turnover":0.9684210526315791,"n_runs":1},{"model":"MSGNet","total_return":-0.0869643383476322,"annualized_return":-0.22271294365533367,"sharpe":-1.4129916403458809,"max_drawdown":-0.17847616130568889,"win_rate":0.4888888888888889,"avg_turnover":0.8842105263157893,"n_runs":1},{"model":"MTSMixer","total_return":-0.09239807527371216,"annualized_return":-0.23545567521028,"sharpe":-1.5099245818045395,"max_drawdown":-0.1899588030029475,"win_rate":0.5,"avg_turnover":0.9368421052631577,"n_runs":1},{"model":"MambaSimple","total_return":-0.10551725541880866,"annualized_return":-0.26566944207738463,"sharpe":-1.8445558895272978,"max_drawdown":-0.17343236900746747,"win_rate":0.4666666666666667,"avg_turnover":0.8842105263157896,"n_runs":1},{"model":"MixLinear","total_return":-0.11141058518806589,"annualized_return":-0.27898947250631345,"sharpe":-1.7724544646013989,"max_drawdown":-0.19102263606020434,"win_rate":0.4777777777777778,"avg_turnover":0.9473684210526315,"n_runs":1},{"model":"MoFo","total_return":-0.09183805083824333,"annualized_return":-0.2341485703950178,"sharpe":-1.4413079904645834,"max_drawdown":-0.1841909236397323,"win_rate":0.4666666666666667,"avg_turnover":0.9157894736842106,"n_runs":1},{"model":"ModernTCN","total_return":-0.09350913240029243,"annualized_return":-0.2380446772123972,"sharpe":-1.5019674325611185,"max_drawdown":-0.175178875441457,"win_rate":0.4666666666666667,"avg_turnover":0.8105263157894738,"n_runs":1},{"model":"MultiPatchFormer","total_return":-0.08626399771000876,"annualized_return":-0.2210607657297715,"sharpe":-1.3958488009384804,"max_drawdown":-0.16540205596792928,"win_rate":0.4777777777777778,"avg_turnover":0.7789473684210526,"n_runs":1},{"model":"NBeats","total_return":0.0016298041240698658,"annualized_return":0.00451981350198305,"sharpe":0.12458123472066536,"max_drawdown":-0.1104161554992393,"win_rate":0.4444444444444444,"avg_turnover":1.3684210526315788,"n_runs":1},{"model":"NHiTS","total_return":-0.08142500192708022,"annualized_return":-0.20958372809745984,"sharpe":-1.3216547792712643,"max_drawdown":-0.18496017539334797,"win_rate":0.4888888888888889,"avg_turnover":0.9157894736842106,"n_runs":1},{"model":"NLinear","total_return":-0.1034102302157653,"annualized_return":-0.2608693110574598,"sharpe":-1.6215399254482952,"max_drawdown":-0.17383242867081075,"win_rate":0.4666666666666667,"avg_turnover":0.9315789473684211,"n_runs":1},{"model":"NSTransformer","total_return":-0.11020630544626107,"annualized_return":-0.27628023211653885,"sharpe":-1.672495132564455,"max_drawdown":-0.18635060375751686,"win_rate":0.5222222222222223,"avg_turnover":0.7894736842105263,"n_runs":1},{"model":"OLinear","total_return":-0.12304737196020456,"annualized_return":-0.30483522853474865,"sharpe":-2.0162612046169426,"max_drawdown":-0.20807072787085737,"win_rate":0.45555555555555555,"avg_turnover":0.7894736842105264,"n_runs":1},{"model":"OccamVTS","total_return":-0.1523808735620199,"annualized_return":-0.36733865245492625,"sharpe":-2.50039805281779,"max_drawdown":-0.21468604488083676,"win_rate":0.43333333333333335,"avg_turnover":1.0105263157894737,"n_runs":1},{"model":"PAttn","total_return":-0.07170059772282152,"annualized_return":-0.18619414239632448,"sharpe":-1.192298514047262,"max_drawdown":-0.1561580886524742,"win_rate":0.45555555555555555,"avg_turnover":0.8894736842105262,"n_runs":1},{"model":"PHAT","total_return":-0.13325158438254964,"annualized_return":-0.3270054597769133,"sharpe":-2.2036799429926965,"max_drawdown":-0.17756159137626684,"win_rate":0.45555555555555555,"avg_turnover":1.0736842105263158,"n_runs":1},{"model":"PMDformer","total_return":-0.11683282792926859,"annualized_return":-0.2911074905670823,"sharpe":-1.955600841013521,"max_drawdown":-0.1873792435453277,"win_rate":0.45555555555555555,"avg_turnover":0.9578947368421052,"n_runs":1},{"model":"PULSE","total_return":-0.12440936368010717,"annualized_return":-0.30782094381676606,"sharpe":-2.055377913022296,"max_drawdown":-0.20574084242079796,"win_rate":0.4666666666666667,"avg_turnover":0.7578947368421053,"n_runs":1},{"model":"PWS","total_return":-0.12367146093282813,"annualized_return":-0.30620435585280226,"sharpe":-2.043825993641347,"max_drawdown":-0.18933363947718776,"win_rate":0.4222222222222222,"avg_turnover":0.9315789473684211,"n_runs":1},{"model":"PaiFilter","total_return":-0.10195548059196899,"annualized_return":-0.25754349656528297,"sharpe":-1.6852651588654624,"max_drawdown":-0.18005004617731749,"win_rate":0.4444444444444444,"avg_turnover":0.7842105263157894,"n_runs":1},{"model":"PatchMLP","total_return":-0.0873832736473725,"annualized_return":-0.223700185389757,"sharpe":-1.425685808534376,"max_drawdown":-0.1605192018026824,"win_rate":0.4777777777777778,"avg_turnover":0.9473684210526317,"n_runs":1},{"model":"PatchTST","total_return":-0.09026900735588861,"annualized_return":-0.23047879994380438,"sharpe":-1.4485514068179237,"max_drawdown":-0.17385278432916693,"win_rate":0.5,"avg_turnover":0.9631578947368421,"n_runs":1},{"model":"Pathformer","total_return":-0.10372031779185077,"annualized_return":-0.261576992962117,"sharpe":-1.6321325517560523,"max_drawdown":-0.1873067180179905,"win_rate":0.4666666666666667,"avg_turnover":0.868421052631579,"n_runs":1},{"model":"PhaseFormer","total_return":-0.14021632028852543,"annualized_return":-0.3418747614633867,"sharpe":-2.3263916688143924,"max_drawdown":-0.22179590855994405,"win_rate":0.4444444444444444,"avg_turnover":0.7947368421052632,"n_runs":1},{"model":"Pyraformer","total_return":-0.13171354203189012,"annualized_return":-0.32369317678329446,"sharpe":-2.9120048351727004,"max_drawdown":-0.14779658681191754,"win_rate":0.37777777777777777,"avg_turnover":0.5052631578947369,"n_runs":1},{"model":"RLinear","total_return":-0.09641105064071796,"annualized_return":-0.24478033150562217,"sharpe":-1.574788706957662,"max_drawdown":-0.16750709542168574,"win_rate":0.45555555555555555,"avg_turnover":0.8894736842105262,"n_runs":1},{"model":"Reformer","total_return":-0.09495011681729555,"annualized_return":-0.24139412812084793,"sharpe":-1.9245909918411261,"max_drawdown":-0.1215089146178646,"win_rate":0.4222222222222222,"avg_turnover":1.2421052631578946,"n_runs":1},{"model":"S4","total_return":-0.08887042883491085,"annualized_return":-0.22719826960499623,"sharpe":-1.4983999247018385,"max_drawdown":-0.16580488471451962,"win_rate":0.4666666666666667,"avg_turnover":0.9842105263157896,"n_runs":1},{"model":"SCINet","total_return":-0.10383145819435036,"annualized_return":-0.2618305321770119,"sharpe":-1.548238766391061,"max_drawdown":-0.16815727435897374,"win_rate":0.4888888888888889,"avg_turnover":0.8947368421052629,"n_runs":1},{"model":"SEMPO","total_return":-0.13382791557972576,"annualized_return":-0.32824395482136526,"sharpe":-2.0910794057308513,"max_drawdown":-0.19698328087852587,"win_rate":0.4666666666666667,"avg_turnover":0.9684210526315788,"n_runs":1},{"model":"SOFTS","total_return":-0.10750546221863712,"annualized_return":-0.27018057934495965,"sharpe":-1.6976278584970599,"max_drawdown":-0.17273037429874546,"win_rate":0.4666666666666667,"avg_turnover":0.9315789473684211,"n_runs":1},{"model":"SRSNet","total_return":-0.045021698497948584,"annualized_return":-0.11976750846435169,"sharpe":-0.728876623265194,"max_drawdown":-0.1509714607237978,"win_rate":0.5222222222222223,"avg_turnover":0.7578947368421052,"n_runs":1},{"model":"SVTime","total_return":-0.09775702961815055,"annualized_return":-0.24789152749922694,"sharpe":-1.6168331614204259,"max_drawdown":-0.16514703122830413,"win_rate":0.45555555555555555,"avg_turnover":0.8578947368421053,"n_runs":1},{"model":"S_Mamba","total_return":-0.07316196451346041,"annualized_return":-0.18973693841933603,"sharpe":-1.1713339196807646,"max_drawdown":-0.15645103455274628,"win_rate":0.4666666666666667,"avg_turnover":0.9052631578947367,"n_runs":1},{"model":"SegRNN","total_return":-0.07514275894420373,"annualized_return":-0.19452323231255308,"sharpe":-1.3481082261254083,"max_drawdown":-0.15241653845884964,"win_rate":0.4666666666666667,"avg_turnover":0.9,"n_runs":1},{"model":"Sonnet","total_return":-0.14982949428306333,"annualized_return":-0.36205102933279365,"sharpe":-2.388386222789035,"max_drawdown":-0.22099374857301815,"win_rate":0.4444444444444444,"avg_turnover":0.9157894736842105,"n_runs":1},{"model":"SparseTSF","total_return":-0.10579529881922528,"annualized_return":-0.2663013764029196,"sharpe":-1.680048357810872,"max_drawdown":-0.18356335765044315,"win_rate":0.4888888888888889,"avg_turnover":0.8736842105263158,"n_runs":1},{"model":"Sumba","total_return":-0.07937908546058228,"annualized_return":-0.204698963660637,"sharpe":-1.2668253835669174,"max_drawdown":-0.1691439447145717,"win_rate":0.43333333333333335,"avg_turnover":0.7947368421052632,"n_runs":1},{"model":"SymTime","total_return":-0.0847749571694195,"annualized_return":-0.21754050852833273,"sharpe":-1.6690250539971436,"max_drawdown":-0.16975264399079215,"win_rate":0.43333333333333335,"avg_turnover":1.3526315789473684,"n_runs":1},{"model":"TSMixer","total_return":-0.11679764707171009,"annualized_return":-0.2910292884800635,"sharpe":-1.7322629619696293,"max_drawdown":-0.15620461962248974,"win_rate":0.4444444444444444,"avg_turnover":1.394736842105263,"n_runs":1},{"model":"TSRAG","total_return":-0.10729809336885926,"annualized_return":-0.2697108996595683,"sharpe":-1.8042127619699007,"max_drawdown":-0.18563482887693777,"win_rate":0.4444444444444444,"avg_turnover":0.9368421052631579,"n_runs":1},{"model":"TexFilter","total_return":-0.10171393864940294,"annualized_return":-0.25699036533648956,"sharpe":-1.6893915737282692,"max_drawdown":-0.17097238293097788,"win_rate":0.43333333333333335,"avg_turnover":0.8631578947368422,"n_runs":1},{"model":"TiDE","total_return":-0.09820075574693561,"annualized_return":-0.24891539124508522,"sharpe":-1.6268547711295793,"max_drawdown":-0.1806261270405138,"win_rate":0.4777777777777778,"avg_turnover":0.8105263157894737,"n_runs":1},{"model":"TiRex","total_return":-0.11755783259417826,"annualized_return":-0.29271784691346425,"sharpe":-1.859736703287857,"max_drawdown":-0.1811912502162837,"win_rate":0.4666666666666667,"avg_turnover":0.9263157894736843,"n_runs":1},{"model":"TimeAlign","total_return":-0.11660471402394074,"annualized_return":-0.2906003275179684,"sharpe":-1.810251495931687,"max_drawdown":-0.19912864332558078,"win_rate":0.4666666666666667,"avg_turnover":0.8526315789473685,"n_runs":1},{"model":"TimeBase","total_return":-0.11115508124269534,"annualized_return":-0.27841521366361655,"sharpe":-1.8223854138431335,"max_drawdown":-0.1443568514639073,"win_rate":0.5,"avg_turnover":0.8368421052631577,"n_runs":1},{"model":"TimeBridge","total_return":-0.07319689203281678,"annualized_return":-0.18982149250647973,"sharpe":-1.2208313848129213,"max_drawdown":-0.16181615529290153,"win_rate":0.4888888888888889,"avg_turnover":0.8263157894736842,"n_runs":1},{"model":"TimeCAP","total_return":-0.11082835010476225,"annualized_return":-0.2776804422350517,"sharpe":-1.8375687161544039,"max_drawdown":-0.1867886697512918,"win_rate":0.4666666666666667,"avg_turnover":0.9421052631578949,"n_runs":1},{"model":"TimeEmb","total_return":-0.0841984100258042,"annualized_return":-0.2161747625512077,"sharpe":-1.3935746624585286,"max_drawdown":-0.1656904395528632,"win_rate":0.4666666666666667,"avg_turnover":0.8157894736842104,"n_runs":1},{"model":"TimeFilter","total_return":-0.08909643490098719,"annualized_return":-0.2277289974659189,"sharpe":-1.4632901535145506,"max_drawdown":-0.16758187083105394,"win_rate":0.5333333333333333,"avg_turnover":0.8368421052631579,"n_runs":1},{"model":"TimeKAN","total_return":-0.07487795857047662,"annualized_return":-0.19388443063019734,"sharpe":-1.195884836003037,"max_drawdown":-0.1638505046256161,"win_rate":0.4888888888888889,"avg_turnover":0.805263157894737,"n_runs":1},{"model":"TimeMixer","total_return":-0.10360970608447911,"annualized_return":-0.2613246046005565,"sharpe":-1.631436223545073,"max_drawdown":-0.190572706975112,"win_rate":0.5111111111111111,"avg_turnover":0.9789473684210527,"n_runs":1},{"model":"TimeMosaic","total_return":-0.12583614451019512,"annualized_return":-0.31093988755368074,"sharpe":-2.0758563385848157,"max_drawdown":-0.18460911379262934,"win_rate":0.43333333333333335,"avg_turnover":0.863157894736842,"n_runs":1},{"model":"TimeO1","total_return":-0.14816867932064715,"annualized_return":-0.3585939405158699,"sharpe":-2.3975064416553975,"max_drawdown":-0.2167462984524059,"win_rate":0.45555555555555555,"avg_turnover":0.9210526315789473,"n_runs":1},{"model":"TimePerceiver","total_return":-0.12302329833740404,"annualized_return":-0.30478238123913304,"sharpe":-1.900138864893288,"max_drawdown":-0.20221372085399927,"win_rate":0.5,"avg_turnover":0.7684210526315789,"n_runs":1},{"model":"TimeXer","total_return":-0.1135445190540161,"annualized_return":-0.2837742037840154,"sharpe":-1.7749907013880823,"max_drawdown":-0.19087850855958757,"win_rate":0.5,"avg_turnover":0.7789473684210527,"n_runs":1},{"model":"TimesNet","total_return":-0.0661978616236971,"annualized_return":-0.1727650885696166,"sharpe":-1.0148206459861677,"max_drawdown":-0.15906859994998823,"win_rate":0.4888888888888889,"avg_turnover":0.8263157894736842,"n_runs":1},{"model":"Transformer","total_return":-0.054125597028215996,"annualized_return":-0.14280957854671372,"sharpe":-0.9827470406726445,"max_drawdown":-0.13589795602724458,"win_rate":0.4777777777777778,"avg_turnover":0.19473684210526318,"n_runs":1},{"model":"UMixer","total_return":-0.0761874409154324,"annualized_return":-0.19704025723717888,"sharpe":-1.5567829025212088,"max_drawdown":-0.1230566329009909,"win_rate":0.4777777777777778,"avg_turnover":1.2263157894736842,"n_runs":1},{"model":"WPMixer","total_return":-0.10426496198275836,"annualized_return":-0.26281893179942206,"sharpe":-1.6958574487615727,"max_drawdown":-0.18056911248753074,"win_rate":0.4444444444444444,"avg_turnover":0.8368421052631579,"n_runs":1},{"model":"WaveNet","total_return":-0.09184146147404099,"annualized_return":-0.23415653518406176,"sharpe":-1.4650975491294926,"max_drawdown":-0.17569317488629113,"win_rate":0.4444444444444444,"avg_turnover":0.7947368421052632,"n_runs":1},{"model":"iTransformer","total_return":-0.14913068449843395,"annualized_return":-0.36059786821330697,"sharpe":-2.3244551410882592,"max_drawdown":-0.19312602695562595,"win_rate":0.4,"avg_turnover":1.1894736842105262,"n_runs":1},{"model":"xPatch","total_return":-0.09320150321865431,"annualized_return":-0.23732839672237083,"sharpe":-1.4987588188839438,"max_drawdown":-0.16331769706719057,"win_rate":0.4666666666666667,"avg_turnover":0.8263157894736843,"n_runs":1}]}}}},"time_series":{"datasets":{"ETTh1":{"horizons":{"192":[{"model":"MixLinear","mse":0.398595,"mae":0.407059,"corr":0.643776,"wape":0.510074,"rse":0.599547,"n_runs":1,"submission_ids":["MixLinear_ETTh1_sl336_pl192_seed2021_1780384356"],"rank":1},{"model":"TimeBase","mse":0.404777,"mae":0.406996,"corr":0.644287,"wape":0.509996,"rse":0.604178,"n_runs":1,"submission_ids":["TimeBase_ETTh1_sl336_pl192_seed2021_1780385378"],"rank":2},{"model":"CycleNet","mse":0.40653,"mae":0.414635,"corr":0.641377,"wape":0.519568,"rse":0.605486,"n_runs":1,"submission_ids":["CycleNet_ETTh1_sl336_pl192_seed2021_1780383664"],"rank":3},{"model":"PWS","mse":0.40691,"mae":0.410157,"corr":0.633866,"wape":0.513957,"rse":0.605768,"n_runs":1,"submission_ids":["PWS_ETTh1_sl336_pl192_seed2021_1780384358"],"rank":4},{"model":"RLinear","mse":0.408129,"mae":0.415565,"corr":0.640533,"wape":0.520733,"rse":0.606675,"n_runs":1,"submission_ids":["RLinear_ETTh1_sl336_pl192_seed2021_1780384605"],"rank":5},{"model":"SVTime","mse":0.408537,"mae":0.415132,"corr":0.640866,"wape":0.520191,"rse":0.606978,"n_runs":1,"submission_ids":["SVTime_ETTh1_sl336_pl192_seed2021_1780385147"],"rank":6},{"model":"MICN","mse":0.410435,"mae":0.433198,"corr":0.622424,"wape":0.542829,"rse":0.608387,"n_runs":1,"submission_ids":["MICN_ETTh1_sl336_pl192_seed2021_1780384102"],"rank":7},{"model":"NLinear","mse":0.410551,"mae":0.418228,"corr":0.635719,"wape":0.524071,"rse":0.608473,"n_runs":1,"submission_ids":["NLinear_ETTh1_sl336_pl192_seed2021_1780384355"],"rank":8},{"model":"SegRNN","mse":0.412186,"mae":0.428993,"corr":0.629267,"wape":0.53756,"rse":0.609683,"n_runs":1,"submission_ids":["SegRNN_ETTh1_sl336_pl192_seed2021_1780385376"],"rank":9},{"model":"TiDE","mse":0.412936,"mae":0.419146,"corr":0.636485,"wape":0.525221,"rse":0.610237,"n_runs":1,"submission_ids":["TiDE_ETTh1_sl336_pl192_seed2021_1780385378"],"rank":10},{"model":"SparseTSF","mse":0.413356,"mae":0.413804,"corr":0.631284,"wape":0.518527,"rse":0.610548,"n_runs":1,"submission_ids":["SparseTSF_ETTh1_sl336_pl192_seed2021_1780385374"],"rank":11},{"model":"DLinear","mse":0.413891,"mae":0.423409,"corr":0.630217,"wape":0.530563,"rse":0.610942,"n_runs":1,"submission_ids":["DLinear_ETTh1_sl336_pl192_seed2021_1780383669"],"rank":12},{"model":"CMoS","mse":0.417553,"mae":0.422829,"corr":0.630831,"wape":0.529836,"rse":0.613639,"n_runs":1,"submission_ids":["CMoS_ETTh1_sl336_pl192_seed2021_1780383290"],"rank":13},{"model":"TimeO1","mse":0.418421,"mae":0.42427,"corr":0.630993,"wape":0.531641,"rse":0.614277,"n_runs":1,"submission_ids":["TimeO1_ETTh1_sl336_pl192_seed2021_1780935715"],"rank":14},{"model":"UMixer","mse":0.418509,"mae":0.429623,"corr":0.626389,"wape":0.538349,"rse":0.614341,"n_runs":1,"submission_ids":["UMixer_ETTh1_sl336_pl192_seed2021_1780385834"],"rank":15},{"model":"ModernTCN","mse":0.418514,"mae":0.425305,"corr":0.628158,"wape":0.532939,"rse":0.614345,"n_runs":1,"submission_ids":["ModernTCN_ETTh1_sl336_pl192_seed2021_1780384356"],"rank":16},{"model":"TiRex","mse":0.418668,"mae":0.423854,"corr":0.633749,"wape":0.531121,"rse":0.614458,"n_runs":1,"submission_ids":["TiRex_ETTh1_sl336_pl192_seed2021_1780935723"],"rank":17},{"model":"COSA","mse":0.419072,"mae":0.42433,"corr":0.630193,"wape":0.531716,"rse":0.614755,"n_runs":1,"submission_ids":["COSA_ETTh1_sl336_pl192_seed2021_1780935624"],"rank":18},{"model":"APN","mse":0.419406,"mae":0.424722,"corr":0.633289,"wape":0.532208,"rse":0.615,"n_runs":1,"submission_ids":["APN_ETTh1_sl336_pl192_seed2021_1780935704"],"rank":19},{"model":"Linear","mse":0.419536,"mae":0.4284,"corr":0.626476,"wape":0.536817,"rse":0.615095,"n_runs":1,"submission_ids":["Linear_ETTh1_sl336_pl192_seed2021_1780384101"],"rank":20},{"model":"MAFS","mse":0.419561,"mae":0.424001,"corr":0.632421,"wape":0.531304,"rse":0.615113,"n_runs":1,"submission_ids":["MAFS_ETTh1_sl336_pl192_seed2021_1780935729"],"rank":21},{"model":"ImplicitForecaster","mse":0.419668,"mae":0.42552,"corr":0.633487,"wape":0.533207,"rse":0.615192,"n_runs":1,"submission_ids":["ImplicitForecaster_ETTh1_sl336_pl192_seed2021_1780935720"],"rank":22},{"model":"SEMPO","mse":0.419694,"mae":0.424046,"corr":0.632611,"wape":0.531361,"rse":0.615211,"n_runs":1,"submission_ids":["SEMPO_ETTh1_sl336_pl192_seed2021_1780935712"],"rank":23},{"model":"AMRC","mse":0.419751,"mae":0.424398,"corr":0.63181,"wape":0.531802,"rse":0.615252,"n_runs":1,"submission_ids":["AMRC_ETTh1_sl336_pl192_seed2021_1780935720"],"rank":24},{"model":"DynamicTMoE","mse":0.419809,"mae":0.42391,"corr":0.632195,"wape":0.53119,"rse":0.615295,"n_runs":1,"submission_ids":["DynamicTMoE_ETTh1_sl336_pl192_seed2021_1780935726"],"rank":25},{"model":"MoFo","mse":0.420502,"mae":0.430055,"corr":0.633234,"wape":0.538891,"rse":0.615802,"n_runs":1,"submission_ids":["MoFo_ETTh1_sl336_pl192_seed2021_1780384357"],"rank":26},{"model":"TimeXer","mse":0.420549,"mae":0.42953,"corr":0.631222,"wape":0.538233,"rse":0.615837,"n_runs":1,"submission_ids":["TimeXer_ETTh1_sl336_pl192_seed2021_1780385817"],"rank":27},{"model":"MMPD","mse":0.421034,"mae":0.425195,"corr":0.630608,"wape":0.5328,"rse":0.616192,"n_runs":1,"submission_ids":["MMPD_ETTh1_sl336_pl192_seed2021_1780935621"],"rank":28},{"model":"TimeMosaic","mse":0.421057,"mae":0.424591,"corr":0.630358,"wape":0.532044,"rse":0.616209,"n_runs":1,"submission_ids":["TimeMosaic_ETTh1_sl336_pl192_seed2021_1780935733"],"rank":29},{"model":"Amplifier","mse":0.421855,"mae":0.427932,"corr":0.627242,"wape":0.53623,"rse":0.616793,"n_runs":1,"submission_ids":["Amplifier_ETTh1_sl336_pl192_seed2021_1780382973"],"rank":30},{"model":"TimeKAN","mse":0.422276,"mae":0.426587,"corr":0.6283,"wape":0.534545,"rse":0.6171,"n_runs":1,"submission_ids":["TimeKAN_ETTh1_sl336_pl192_seed2021_1780385813"],"rank":31},{"model":"LatentTSF","mse":0.422432,"mae":0.427049,"corr":0.630709,"wape":0.535123,"rse":0.617214,"n_runs":1,"submission_ids":["LatentTSF_ETTh1_sl336_pl192_seed2021_1780935723"],"rank":32},{"model":"HMformer","mse":0.422717,"mae":0.425308,"corr":0.629997,"wape":0.532942,"rse":0.617422,"n_runs":1,"submission_ids":["HMformer_ETTh1_sl336_pl192_seed2021_1780935721"],"rank":33},{"model":"FTP","mse":0.423067,"mae":0.426658,"corr":0.627885,"wape":0.534634,"rse":0.617677,"n_runs":1,"submission_ids":["FTP_ETTh1_sl336_pl192_seed2021_1780935709"],"rank":34},{"model":"Fredformer","mse":0.423186,"mae":0.429993,"corr":0.629329,"wape":0.538813,"rse":0.617764,"n_runs":1,"submission_ids":["Fredformer_ETTh1_sl336_pl192_seed2021_1780383840"],"rank":35},{"model":"TimeCAP","mse":0.424179,"mae":0.426693,"corr":0.628815,"wape":0.534678,"rse":0.618489,"n_runs":1,"submission_ids":["TimeCAP_ETTh1_sl336_pl192_seed2021_1780935706"],"rank":36},{"model":"CoRA","mse":0.424714,"mae":0.427418,"corr":0.628726,"wape":0.535586,"rse":0.618879,"n_runs":1,"submission_ids":["CoRA_ETTh1_sl336_pl192_seed2021_1780935725"],"rank":37},{"model":"OccamVTS","mse":0.425235,"mae":0.426973,"corr":0.627872,"wape":0.535029,"rse":0.619259,"n_runs":1,"submission_ids":["OccamVTS_ETTh1_sl336_pl192_seed2021_1780935709"],"rank":38},{"model":"Kronos","mse":0.425303,"mae":0.42782,"corr":0.628358,"wape":0.53609,"rse":0.619308,"n_runs":1,"submission_ids":["Kronos_ETTh1_sl336_pl192_seed2021_1780935736"],"rank":39},{"model":"TSRAG","mse":0.425349,"mae":0.427655,"corr":0.627368,"wape":0.535883,"rse":0.619341,"n_runs":1,"submission_ids":["TSRAG_ETTh1_sl336_pl192_seed2021_1780935731"],"rank":40},{"model":"Aurora","mse":0.425568,"mae":0.427499,"corr":0.62716,"wape":0.535687,"rse":0.619501,"n_runs":1,"submission_ids":["Aurora_ETTh1_sl336_pl192_seed2021_1780935604"],"rank":41},{"model":"SOFTS","mse":0.425634,"mae":0.435053,"corr":0.622807,"wape":0.545153,"rse":0.619549,"n_runs":1,"submission_ids":["SOFTS_ETTh1_sl336_pl192_seed2021_1780385149"],"rank":42},{"model":"PatchTST","mse":0.425735,"mae":0.441639,"corr":0.598434,"wape":0.553406,"rse":0.619623,"n_runs":1,"submission_ids":["PatchTST_ETTh1_sl336_pl192_seed2021_1780384606"],"rank":43},{"model":"PMDformer","mse":0.425884,"mae":0.427344,"corr":0.627066,"wape":0.535493,"rse":0.619731,"n_runs":1,"submission_ids":["PMDformer_ETTh1_sl336_pl192_seed2021_1780935616"],"rank":44},{"model":"TexFilter","mse":0.426327,"mae":0.438634,"corr":0.620688,"wape":0.549641,"rse":0.620053,"n_runs":1,"submission_ids":["TexFilter_ETTh1_sl336_pl192_seed2021_1780385378"],"rank":45},{"model":"HN_MVTS","mse":0.426462,"mae":0.427925,"corr":0.626369,"wape":0.53622,"rse":0.620151,"n_runs":1,"submission_ids":["HN_MVTS_ETTh1_sl336_pl192_seed2021_1780935711"],"rank":46},{"model":"FiLM","mse":0.426756,"mae":0.429693,"corr":0.621913,"wape":0.538437,"rse":0.620365,"n_runs":1,"submission_ids":["FiLM_ETTh1_sl336_pl192_seed2021_1780383838"],"rank":47},{"model":"WPMixer","mse":0.426904,"mae":0.429707,"corr":0.634947,"wape":0.538455,"rse":0.620472,"n_runs":1,"submission_ids":["WPMixer_ETTh1_sl336_pl192_seed2021_1780385816"],"rank":48},{"model":"Sonnet","mse":0.426972,"mae":0.4282,"corr":0.626458,"wape":0.536566,"rse":0.620522,"n_runs":1,"submission_ids":["Sonnet_ETTh1_sl336_pl192_seed2021_1780935703"],"rank":49},{"model":"FeTS","mse":0.426991,"mae":0.429093,"corr":0.626867,"wape":0.537685,"rse":0.620536,"n_runs":1,"submission_ids":["FeTS_ETTh1_sl336_pl192_seed2021_1780935720"],"rank":50},{"model":"GTR","mse":0.427231,"mae":0.430918,"corr":0.626377,"wape":0.539972,"rse":0.62071,"n_runs":1,"submission_ids":["GTR_ETTh1_sl336_pl192_seed2021_1780935610"],"rank":51},{"model":"TimePerceiver","mse":0.427788,"mae":0.432461,"corr":0.612097,"wape":0.541906,"rse":0.621115,"n_runs":1,"submission_ids":["TimePerceiver_ETTh1_sl336_pl192_seed2021_1780385810"],"rank":52},{"model":"TimeFilter","mse":0.429014,"mae":0.433359,"corr":0.623801,"wape":0.54303,"rse":0.622004,"n_runs":1,"submission_ids":["TimeFilter_ETTh1_sl336_pl192_seed2021_1780385815"],"rank":53},{"model":"TimeBridge","mse":0.429289,"mae":0.43767,"corr":0.624065,"wape":0.548433,"rse":0.622204,"n_runs":1,"submission_ids":["TimeBridge_ETTh1_sl336_pl192_seed2021_1780385377"],"rank":54},{"model":"PHAT","mse":0.429484,"mae":0.43094,"corr":0.617133,"wape":0.54,"rse":0.622344,"n_runs":1,"submission_ids":["PHAT_ETTh1_sl336_pl192_seed2021_1780384354"],"rank":55},{"model":"DTAF","mse":0.429669,"mae":0.432433,"corr":0.621992,"wape":0.54187,"rse":0.622479,"n_runs":1,"submission_ids":["DTAF_ETTh1_sl336_pl192_seed2021_1780383669"],"rank":56},{"model":"DUET","mse":0.429888,"mae":0.437342,"corr":0.615575,"wape":0.548022,"rse":0.622637,"n_runs":1,"submission_ids":["DUET_ETTh1_sl336_pl192_seed2021_1780383669"],"rank":57},{"model":"CrossGNN","mse":0.429948,"mae":0.435593,"corr":0.618274,"wape":0.545829,"rse":0.622681,"n_runs":1,"submission_ids":["CrossGNN_ETTh1_sl336_pl192_seed2021_1780383291"],"rank":58},{"model":"DSFormer","mse":0.430064,"mae":0.440385,"corr":0.619714,"wape":0.551835,"rse":0.622764,"n_runs":1,"submission_ids":["DSFormer_ETTh1_sl336_pl192_seed2021_1780383666"],"rank":59},{"model":"NBeats","mse":0.430677,"mae":0.439462,"corr":0.615349,"wape":0.550678,"rse":0.623208,"n_runs":1,"submission_ids":["NBeats_ETTh1_sl336_pl192_seed2021_1780384356"],"rank":60},{"model":"CrossLinear","mse":0.431503,"mae":0.43877,"corr":0.617804,"wape":0.549811,"rse":0.623806,"n_runs":1,"submission_ids":["CrossLinear_ETTh1_sl336_pl192_seed2021_1780383291"],"rank":61},{"model":"PaiFilter","mse":0.431616,"mae":0.436556,"corr":0.621373,"wape":0.547037,"rse":0.623888,"n_runs":1,"submission_ids":["PaiFilter_ETTh1_sl336_pl192_seed2021_1780384605"],"rank":62},{"model":"PAttn","mse":0.431871,"mae":0.433242,"corr":0.627287,"wape":0.542885,"rse":0.624072,"n_runs":1,"submission_ids":["PAttn_ETTh1_sl336_pl192_seed2021_1780384356"],"rank":63},{"model":"PULSE","mse":0.432669,"mae":0.435971,"corr":0.622156,"wape":0.546304,"rse":0.624648,"n_runs":1,"submission_ids":["PULSE_ETTh1_sl336_pl192_seed2021_1780935727"],"rank":64},{"model":"PhaseFormer","mse":0.433083,"mae":0.435488,"corr":0.621756,"wape":0.545698,"rse":0.624947,"n_runs":1,"submission_ids":["PhaseFormer_ETTh1_sl336_pl192_seed2021_1780935614"],"rank":65},{"model":"TimeEmb","mse":0.433792,"mae":0.434065,"corr":0.620613,"wape":0.543915,"rse":0.625458,"n_runs":1,"submission_ids":["TimeEmb_ETTh1_sl336_pl192_seed2021_1780385378"],"rank":66},{"model":"PatchMLP","mse":0.435219,"mae":0.44109,"corr":0.610116,"wape":0.552719,"rse":0.626486,"n_runs":1,"submission_ids":["PatchMLP_ETTh1_sl336_pl192_seed2021_1780384603"],"rank":67},{"model":"Sumba","mse":0.435506,"mae":0.440857,"corr":0.619553,"wape":0.552426,"rse":0.626693,"n_runs":1,"submission_ids":["Sumba_ETTh1_sl336_pl192_seed2021_1780385378"],"rank":68},{"model":"TimeAlign","mse":0.437473,"mae":0.44533,"corr":0.589242,"wape":0.558031,"rse":0.628106,"n_runs":1,"submission_ids":["TimeAlign_ETTh1_sl336_pl192_seed2021_1780935607"],"rank":69},{"model":"OLinear","mse":0.437996,"mae":0.438351,"corr":0.616362,"wape":0.549286,"rse":0.628481,"n_runs":1,"submission_ids":["OLinear_ETTh1_sl336_pl192_seed2021_1780935728"],"rank":70},{"model":"GOTSF","mse":0.438242,"mae":0.447184,"corr":0.576499,"wape":0.560354,"rse":0.628658,"n_runs":1,"submission_ids":["GOTSF_ETTh1_sl336_pl192_seed2021_1780935706"],"rank":71},{"model":"CATS","mse":0.438515,"mae":0.450932,"corr":0.584093,"wape":0.565051,"rse":0.628854,"n_runs":1,"submission_ids":["CATS_ETTh1_sl336_pl192_seed2021_1780383291"],"rank":72},{"model":"MultiPatchFormer","mse":0.438811,"mae":0.442587,"corr":0.61931,"wape":0.554594,"rse":0.629066,"n_runs":1,"submission_ids":["MultiPatchFormer_ETTh1_sl336_pl192_seed2021_1781153807"],"rank":73},{"model":"LightTS","mse":0.43955,"mae":0.442807,"corr":0.607178,"wape":0.55487,"rse":0.629595,"n_runs":1,"submission_ids":["LightTS_ETTh1_sl336_pl192_seed2021_1780384106"],"rank":74},{"model":"DistDF","mse":0.439666,"mae":0.44765,"corr":0.585156,"wape":0.560938,"rse":0.629678,"n_runs":1,"submission_ids":["DistDF_ETTh1_sl336_pl192_seed2021_1780935626"],"rank":75},{"model":"InterPDN","mse":0.439906,"mae":0.447925,"corr":0.574495,"wape":0.561283,"rse":0.62985,"n_runs":1,"submission_ids":["InterPDN_ETTh1_sl336_pl192_seed2021_1780935713"],"rank":76},{"model":"Koopa","mse":0.44029,"mae":0.443663,"corr":0.611638,"wape":0.555942,"rse":0.630125,"n_runs":1,"submission_ids":["Koopa_ETTh1_sl336_pl192_seed2021_1780384103"],"rank":77},{"model":"HDMixer","mse":0.441871,"mae":0.445583,"corr":0.613522,"wape":0.558348,"rse":0.631256,"n_runs":1,"submission_ids":["HDMixer_ETTh1_sl336_pl192_seed2021_1780383839"],"rank":78},{"model":"SymTime","mse":0.442226,"mae":0.450952,"corr":0.569644,"wape":0.565076,"rse":0.631509,"n_runs":1,"submission_ids":["SymTime_ETTh1_sl336_pl192_seed2021_1780935727"],"rank":79},{"model":"SRSNet","mse":0.442957,"mae":0.446535,"corr":0.622579,"wape":0.559541,"rse":0.632031,"n_runs":1,"submission_ids":["SRSNet_ETTh1_sl336_pl192_seed2021_1780385149"],"rank":80},{"model":"NHiTS","mse":0.444055,"mae":0.443149,"corr":0.61279,"wape":0.555298,"rse":0.632813,"n_runs":1,"submission_ids":["NHiTS_ETTh1_sl336_pl192_seed2021_1780384353"],"rank":81},{"model":"S_Mamba","mse":0.445444,"mae":0.449344,"corr":0.598268,"wape":0.563061,"rse":0.633802,"n_runs":1,"submission_ids":["S_Mamba_ETTh1_sl336_pl192_seed2021_1780385149"],"rank":82},{"model":"SCINet","mse":0.459681,"mae":0.458127,"corr":0.592111,"wape":0.574066,"rse":0.643852,"n_runs":1,"submission_ids":["SCINet_ETTh1_sl336_pl192_seed2021_1780385151"],"rank":83},{"model":"xPatch","mse":0.46289,"mae":0.45317,"corr":0.613163,"wape":0.567855,"rse":0.646095,"n_runs":1,"submission_ids":["xPatch_ETTh1_sl336_pl192_seed2021_1780385817"],"rank":84},{"model":"TimeMixer","mse":0.465196,"mae":0.459201,"corr":0.590093,"wape":0.575412,"rse":0.647702,"n_runs":1,"submission_ids":["TimeMixer_ETTh1_sl336_pl192_seed2021_1780385818"],"rank":85},{"model":"CARD","mse":0.477795,"mae":0.470466,"corr":0.591788,"wape":0.589529,"rse":0.656415,"n_runs":1,"submission_ids":["CARD_ETTh1_sl336_pl192_seed2021_1780383291"],"rank":86},{"model":"Pathformer","mse":0.480759,"mae":0.469326,"corr":0.585738,"wape":0.588099,"rse":0.658447,"n_runs":1,"submission_ids":["Pathformer_ETTh1_sl336_pl192_seed2021_1780384615"],"rank":87},{"model":"MTSMixer","mse":0.497363,"mae":0.480067,"corr":0.556366,"wape":0.601559,"rse":0.669721,"n_runs":1,"submission_ids":["MTSMixer_ETTh1_sl336_pl192_seed2021_1780384103"],"rank":88},{"model":"FreTS","mse":0.503178,"mae":0.491029,"corr":0.536899,"wape":0.615296,"rse":0.673625,"n_runs":1,"submission_ids":["FreTS_ETTh1_sl336_pl192_seed2021_1780383837"],"rank":89},{"model":"FITS","mse":0.508664,"mae":0.483953,"corr":0.554298,"wape":0.606428,"rse":0.677288,"n_runs":1,"submission_ids":["FITS_ETTh1_sl336_pl192_seed2021_1780383834"],"rank":90},{"model":"S4","mse":0.516775,"mae":0.486747,"corr":0.568455,"wape":0.609929,"rse":0.682666,"n_runs":1,"submission_ids":["S4_ETTh1_sl336_pl192_seed2021_1780384606"],"rank":91},{"model":"iTransformer","mse":0.528038,"mae":0.496478,"corr":0.526575,"wape":0.622123,"rse":0.690065,"n_runs":1,"submission_ids":["iTransformer_ETTh1_sl336_pl192_seed2021_1780385815"],"rank":92},{"model":"TSMixer","mse":0.554866,"mae":0.527792,"corr":0.578989,"wape":0.661362,"rse":0.707378,"n_runs":1,"submission_ids":["TSMixer_ETTh1_sl336_pl192_seed2021_1780385377"],"rank":93},{"model":"MambaSimple","mse":0.7117,"mae":0.580871,"corr":0.278417,"wape":0.727874,"rse":0.801135,"n_runs":1,"submission_ids":["MambaSimple_ETTh1_sl336_pl192_seed2021_1780384353"],"rank":94},{"model":"NSTransformer","mse":0.714615,"mae":0.578719,"corr":0.262252,"wape":0.725177,"rse":0.802774,"n_runs":1,"submission_ids":["NSTransformer_ETTh1_sl336_pl192_seed2021_1780384356"],"rank":95},{"model":"BiMamba","mse":0.71484,"mae":0.578711,"corr":0.262138,"wape":0.725167,"rse":0.802901,"n_runs":1,"submission_ids":["BiMamba_ETTh1_sl336_pl192_seed2021_1780383291"],"rank":96},{"model":"MSGNet","mse":0.714984,"mae":0.57803,"corr":0.261964,"wape":0.724315,"rse":0.802981,"n_runs":1,"submission_ids":["MSGNet_ETTh1_sl336_pl192_seed2021_1780384108"],"rank":97},{"model":"TimesNet","mse":0.71694,"mae":0.581999,"corr":0.262235,"wape":0.729287,"rse":0.804079,"n_runs":1,"submission_ids":["TimesNet_ETTh1_sl336_pl192_seed2021_1780385828"],"rank":98},{"model":"WaveNet","mse":0.717065,"mae":0.581711,"corr":0.261707,"wape":0.728926,"rse":0.80415,"n_runs":1,"submission_ids":["WaveNet_ETTh1_sl336_pl192_seed2021_1780385818"],"rank":99},{"model":"ETSformer","mse":0.830826,"mae":0.617911,"corr":0.288774,"wape":0.774288,"rse":0.865591,"n_runs":1,"submission_ids":["ETSformer_ETTh1_sl336_pl192_seed2021_1780934721"],"rank":100},{"model":"DeepAR","mse":0.864347,"mae":0.688554,"corr":0.135473,"wape":0.862808,"rse":0.88288,"n_runs":1,"submission_ids":["DeepAR_ETTh1_sl336_pl192_seed2021_1780383669"],"rank":101},{"model":"Crossformer","mse":0.93863,"mae":0.770704,"corr":0.569954,"wape":0.965749,"rse":0.920035,"n_runs":1,"submission_ids":["Crossformer_ETTh1_sl336_pl192_seed2021_1780383665"],"rank":102},{"model":"Reformer","mse":1.086974,"mae":0.792202,"corr":0.019919,"wape":0.992687,"rse":0.990072,"n_runs":1,"submission_ids":["Reformer_ETTh1_sl336_pl192_seed2021_1780384606"],"rank":103},{"model":"Pyraformer","mse":1.09043,"mae":0.787725,"corr":0.004736,"wape":0.987077,"rse":0.991645,"n_runs":1,"submission_ids":["Pyraformer_ETTh1_sl336_pl192_seed2021_1780384604"],"rank":104},{"model":"Transformer","mse":1.106598,"mae":0.809502,"corr":0.10479,"wape":1.014366,"rse":0.99897,"n_runs":1,"submission_ids":["Transformer_ETTh1_sl336_pl192_seed2021_1780385819"],"rank":105},{"model":"Informer","mse":1.341709,"mae":0.946749,"corr":-0.028072,"wape":1.186346,"rse":1.099985,"n_runs":1,"submission_ids":["Informer_ETTh1_sl336_pl192_seed2021_1780383839"],"rank":106},{"model":"FEDformer","mse":8.349491,"mae":2.324352,"corr":0.203849,"wape":2.912584,"rse":2.744021,"n_runs":1,"submission_ids":["FEDformer_ETTh1_sl336_pl192_seed2021_1780383837"],"rank":107},{"model":"Autoformer","mse":13.809031,"mae":3.051233,"corr":0.189363,"wape":3.823419,"rse":3.528896,"n_runs":1,"submission_ids":["Autoformer_ETTh1_sl336_pl192_seed2021_1780383215"],"rank":108}]}},"ETTh2":{"horizons":{"192":[{"model":"Fredformer","mse":0.334405,"mae":0.382506,"corr":0.436897,"wape":0.281001,"rse":0.463743,"n_runs":1,"submission_ids":["Fredformer_ETTh2_sl336_pl192_seed2021_1780391640"],"rank":1},{"model":"TiDE","mse":0.33901,"mae":0.381021,"corr":0.445746,"wape":0.27991,"rse":0.466925,"n_runs":1,"submission_ids":["TiDE_ETTh2_sl336_pl192_seed2021_1780396172"],"rank":2},{"model":"TimeKAN","mse":0.341643,"mae":0.386562,"corr":0.414486,"wape":0.28398,"rse":0.468735,"n_runs":1,"submission_ids":["TimeKAN_ETTh2_sl336_pl192_seed2021_1780396336"],"rank":3},{"model":"SRSNet","mse":0.342849,"mae":0.382262,"corr":0.427623,"wape":0.280821,"rse":0.469562,"n_runs":1,"submission_ids":["SRSNet_ETTh2_sl336_pl192_seed2021_1780395681"],"rank":4},{"model":"RLinear","mse":0.344862,"mae":0.382831,"corr":0.441084,"wape":0.28124,"rse":0.470937,"n_runs":1,"submission_ids":["RLinear_ETTh2_sl336_pl192_seed2021_1780394871"],"rank":5},{"model":"SegRNN","mse":0.345589,"mae":0.384329,"corr":0.427683,"wape":0.28234,"rse":0.471434,"n_runs":1,"submission_ids":["SegRNN_ETTh2_sl336_pl192_seed2021_1780395838"],"rank":6},{"model":"FITS","mse":0.345599,"mae":0.384645,"corr":0.413605,"wape":0.282572,"rse":0.471441,"n_runs":1,"submission_ids":["FITS_ETTh2_sl336_pl192_seed2021_1780391132"],"rank":7},{"model":"MixLinear","mse":0.346116,"mae":0.379879,"corr":0.427257,"wape":0.279071,"rse":0.471793,"n_runs":1,"submission_ids":["MixLinear_ETTh2_sl336_pl192_seed2021_1780393270"],"rank":8},{"model":"SparseTSF","mse":0.346758,"mae":0.382822,"corr":0.41718,"wape":0.281233,"rse":0.47223,"n_runs":1,"submission_ids":["SparseTSF_ETTh2_sl336_pl192_seed2021_1780395842"],"rank":9},{"model":"CycleNet","mse":0.346952,"mae":0.388614,"corr":0.440287,"wape":0.285488,"rse":0.472363,"n_runs":1,"submission_ids":["CycleNet_ETTh2_sl336_pl192_seed2021_1780390014"],"rank":10},{"model":"NLinear","mse":0.347447,"mae":0.385136,"corr":0.444352,"wape":0.282933,"rse":0.4727,"n_runs":1,"submission_ids":["NLinear_ETTh2_sl336_pl192_seed2021_1780393537"],"rank":11},{"model":"TimeXer","mse":0.34752,"mae":0.386278,"corr":0.419873,"wape":0.283771,"rse":0.472749,"n_runs":1,"submission_ids":["TimeXer_ETTh2_sl336_pl192_seed2021_1780396459"],"rank":12},{"model":"SVTime","mse":0.347556,"mae":0.386449,"corr":0.434038,"wape":0.283897,"rse":0.472774,"n_runs":1,"submission_ids":["SVTime_ETTh2_sl336_pl192_seed2021_1780395801"],"rank":13},{"model":"CMoS","mse":0.348035,"mae":0.386905,"corr":0.415083,"wape":0.284232,"rse":0.473099,"n_runs":1,"submission_ids":["CMoS_ETTh2_sl336_pl192_seed2021_1780389234"],"rank":14},{"model":"WPMixer","mse":0.348194,"mae":0.391109,"corr":0.452945,"wape":0.287321,"rse":0.473207,"n_runs":1,"submission_ids":["WPMixer_ETTh2_sl336_pl192_seed2021_1780396613"],"rank":15},{"model":"TimeFilter","mse":0.349316,"mae":0.389945,"corr":0.422534,"wape":0.286465,"rse":0.473969,"n_runs":1,"submission_ids":["TimeFilter_ETTh2_sl336_pl192_seed2021_1780396292"],"rank":16},{"model":"CoRA","mse":0.349443,"mae":0.393474,"corr":0.411468,"wape":0.289058,"rse":0.474055,"n_runs":1,"submission_ids":["CoRA_ETTh2_sl336_pl192_seed2021_1780935925"],"rank":17},{"model":"Sonnet","mse":0.349741,"mae":0.393162,"corr":0.408596,"wape":0.288829,"rse":0.474257,"n_runs":1,"submission_ids":["Sonnet_ETTh2_sl336_pl192_seed2021_1780935896"],"rank":18},{"model":"Kronos","mse":0.349855,"mae":0.393244,"corr":0.40643,"wape":0.288889,"rse":0.474335,"n_runs":1,"submission_ids":["Kronos_ETTh2_sl336_pl192_seed2021_1780935934"],"rank":19},{"model":"TSRAG","mse":0.350432,"mae":0.394416,"corr":0.412824,"wape":0.28975,"rse":0.474726,"n_runs":1,"submission_ids":["TSRAG_ETTh2_sl336_pl192_seed2021_1780935939"],"rank":20},{"model":"CrossGNN","mse":0.350595,"mae":0.399487,"corr":0.382657,"wape":0.293475,"rse":0.474836,"n_runs":1,"submission_ids":["CrossGNN_ETTh2_sl336_pl192_seed2021_1780389450"],"rank":21},{"model":"PMDformer","mse":0.351035,"mae":0.394815,"corr":0.412657,"wape":0.290043,"rse":0.475134,"n_runs":1,"submission_ids":["PMDformer_ETTh2_sl336_pl192_seed2021_1780935890"],"rank":22},{"model":"TimeCAP","mse":0.351191,"mae":0.394055,"corr":0.411132,"wape":0.289484,"rse":0.47524,"n_runs":1,"submission_ids":["TimeCAP_ETTh2_sl336_pl192_seed2021_1780935900"],"rank":23},{"model":"LatentTSF","mse":0.351255,"mae":0.39446,"corr":0.406419,"wape":0.289783,"rse":0.475283,"n_runs":1,"submission_ids":["LatentTSF_ETTh2_sl336_pl192_seed2021_1780935923"],"rank":24},{"model":"FeTS","mse":0.35135,"mae":0.394403,"corr":0.400015,"wape":0.28974,"rse":0.475347,"n_runs":1,"submission_ids":["FeTS_ETTh2_sl336_pl192_seed2021_1780935915"],"rank":25},{"model":"TimeO1","mse":0.351568,"mae":0.392772,"corr":0.40418,"wape":0.288542,"rse":0.475495,"n_runs":1,"submission_ids":["TimeO1_ETTh2_sl336_pl192_seed2021_1780935915"],"rank":26},{"model":"TimeEmb","mse":0.351687,"mae":0.389362,"corr":0.402268,"wape":0.286037,"rse":0.475575,"n_runs":1,"submission_ids":["TimeEmb_ETTh2_sl336_pl192_seed2021_1780396289"],"rank":27},{"model":"Aurora","mse":0.351792,"mae":0.395305,"corr":0.411264,"wape":0.290403,"rse":0.475646,"n_runs":1,"submission_ids":["Aurora_ETTh2_sl336_pl192_seed2021_1780935885"],"rank":28},{"model":"HMformer","mse":0.352064,"mae":0.393304,"corr":0.410006,"wape":0.288933,"rse":0.47583,"n_runs":1,"submission_ids":["HMformer_ETTh2_sl336_pl192_seed2021_1780935923"],"rank":29},{"model":"SEMPO","mse":0.35234,"mae":0.393164,"corr":0.406206,"wape":0.28883,"rse":0.476016,"n_runs":1,"submission_ids":["SEMPO_ETTh2_sl336_pl192_seed2021_1780935909"],"rank":30},{"model":"MAFS","mse":0.352345,"mae":0.393048,"corr":0.406866,"wape":0.288745,"rse":0.47602,"n_runs":1,"submission_ids":["MAFS_ETTh2_sl336_pl192_seed2021_1780935936"],"rank":31},{"model":"TiRex","mse":0.352473,"mae":0.393061,"corr":0.40408,"wape":0.288754,"rse":0.476106,"n_runs":1,"submission_ids":["TiRex_ETTh2_sl336_pl192_seed2021_1780935915"],"rank":32},{"model":"ModernTCN","mse":0.35255,"mae":0.39345,"corr":0.423534,"wape":0.28904,"rse":0.476158,"n_runs":1,"submission_ids":["ModernTCN_ETTh2_sl336_pl192_seed2021_1780393357"],"rank":33},{"model":"DynamicTMoE","mse":0.352884,"mae":0.393858,"corr":0.407307,"wape":0.28934,"rse":0.476384,"n_runs":1,"submission_ids":["DynamicTMoE_ETTh2_sl336_pl192_seed2021_1780935928"],"rank":34},{"model":"COSA","mse":0.353747,"mae":0.39448,"corr":0.401786,"wape":0.289797,"rse":0.476966,"n_runs":1,"submission_ids":["COSA_ETTh2_sl336_pl192_seed2021_1780935893"],"rank":35},{"model":"PhaseFormer","mse":0.353749,"mae":0.396397,"corr":0.393377,"wape":0.291205,"rse":0.476967,"n_runs":1,"submission_ids":["PhaseFormer_ETTh2_sl336_pl192_seed2021_1780935889"],"rank":36},{"model":"FTP","mse":0.353894,"mae":0.394087,"corr":0.40294,"wape":0.289508,"rse":0.477065,"n_runs":1,"submission_ids":["FTP_ETTh2_sl336_pl192_seed2021_1780935903"],"rank":37},{"model":"TimeBase","mse":0.353913,"mae":0.389688,"corr":0.414355,"wape":0.286277,"rse":0.477078,"n_runs":1,"submission_ids":["TimeBase_ETTh2_sl336_pl192_seed2021_1780396174"],"rank":38},{"model":"FiLM","mse":0.353919,"mae":0.395508,"corr":0.408411,"wape":0.290552,"rse":0.477082,"n_runs":1,"submission_ids":["FiLM_ETTh2_sl336_pl192_seed2021_1780391574"],"rank":39},{"model":"TimeMosaic","mse":0.353954,"mae":0.394526,"corr":0.409007,"wape":0.289831,"rse":0.477105,"n_runs":1,"submission_ids":["TimeMosaic_ETTh2_sl336_pl192_seed2021_1780935935"],"rank":40},{"model":"APN","mse":0.354043,"mae":0.393677,"corr":0.401094,"wape":0.289207,"rse":0.477166,"n_runs":1,"submission_ids":["APN_ETTh2_sl336_pl192_seed2021_1780935899"],"rank":41},{"model":"MMPD","mse":0.354222,"mae":0.394359,"corr":0.401299,"wape":0.289708,"rse":0.477286,"n_runs":1,"submission_ids":["MMPD_ETTh2_sl336_pl192_seed2021_1780935891"],"rank":42},{"model":"OccamVTS","mse":0.354582,"mae":0.395868,"corr":0.400045,"wape":0.290816,"rse":0.477528,"n_runs":1,"submission_ids":["OccamVTS_ETTh2_sl336_pl192_seed2021_1780935906"],"rank":43},{"model":"AMRC","mse":0.354965,"mae":0.394847,"corr":0.400464,"wape":0.290067,"rse":0.477786,"n_runs":1,"submission_ids":["AMRC_ETTh2_sl336_pl192_seed2021_1780935920"],"rank":44},{"model":"OLinear","mse":0.355367,"mae":0.397481,"corr":0.389703,"wape":0.292002,"rse":0.478056,"n_runs":1,"submission_ids":["OLinear_ETTh2_sl336_pl192_seed2021_1780935930"],"rank":45},{"model":"ImplicitForecaster","mse":0.356145,"mae":0.396324,"corr":0.390703,"wape":0.291152,"rse":0.47858,"n_runs":1,"submission_ids":["ImplicitForecaster_ETTh2_sl336_pl192_seed2021_1780935916"],"rank":46},{"model":"PULSE","mse":0.356619,"mae":0.396038,"corr":0.386015,"wape":0.290941,"rse":0.478898,"n_runs":1,"submission_ids":["PULSE_ETTh2_sl336_pl192_seed2021_1780935926"],"rank":47},{"model":"xPatch","mse":0.357336,"mae":0.394814,"corr":0.426289,"wape":0.290042,"rse":0.479379,"n_runs":1,"submission_ids":["xPatch_ETTh2_sl336_pl192_seed2021_1780396699"],"rank":48},{"model":"HN_MVTS","mse":0.357617,"mae":0.398743,"corr":0.394322,"wape":0.292929,"rse":0.479568,"n_runs":1,"submission_ids":["HN_MVTS_ETTh2_sl336_pl192_seed2021_1780935905"],"rank":49},{"model":"MoFo","mse":0.358094,"mae":0.394255,"corr":0.416339,"wape":0.289632,"rse":0.479887,"n_runs":1,"submission_ids":["MoFo_ETTh2_sl336_pl192_seed2021_1780393270"],"rank":50},{"model":"Koopa","mse":0.359143,"mae":0.397983,"corr":0.385319,"wape":0.292371,"rse":0.48059,"n_runs":1,"submission_ids":["Koopa_ETTh2_sl336_pl192_seed2021_1780391962"],"rank":51},{"model":"PaiFilter","mse":0.360228,"mae":0.394565,"corr":0.410755,"wape":0.289859,"rse":0.481315,"n_runs":1,"submission_ids":["PaiFilter_ETTh2_sl336_pl192_seed2021_1780394161"],"rank":52},{"model":"PHAT","mse":0.360745,"mae":0.399459,"corr":0.384454,"wape":0.293455,"rse":0.48166,"n_runs":1,"submission_ids":["PHAT_ETTh2_sl336_pl192_seed2021_1780394071"],"rank":53},{"model":"DUET","mse":0.361835,"mae":0.39739,"corr":0.410741,"wape":0.291935,"rse":0.482388,"n_runs":1,"submission_ids":["DUET_ETTh2_sl336_pl192_seed2021_1780390997"],"rank":54},{"model":"DTAF","mse":0.362697,"mae":0.396855,"corr":0.417565,"wape":0.291541,"rse":0.482962,"n_runs":1,"submission_ids":["DTAF_ETTh2_sl336_pl192_seed2021_1780390676"],"rank":55},{"model":"DSFormer","mse":0.36531,"mae":0.397715,"corr":0.412977,"wape":0.292174,"rse":0.484698,"n_runs":1,"submission_ids":["DSFormer_ETTh2_sl336_pl192_seed2021_1780390676"],"rank":56},{"model":"Amplifier","mse":0.366384,"mae":0.402603,"corr":0.41226,"wape":0.295764,"rse":0.485411,"n_runs":1,"submission_ids":["Amplifier_ETTh2_sl336_pl192_seed2021_1780386279"],"rank":57},{"model":"TexFilter","mse":0.368486,"mae":0.397494,"corr":0.399434,"wape":0.292011,"rse":0.486801,"n_runs":1,"submission_ids":["TexFilter_ETTh2_sl336_pl192_seed2021_1780396169"],"rank":58},{"model":"PWS","mse":0.369105,"mae":0.397824,"corr":0.404953,"wape":0.292253,"rse":0.48721,"n_runs":1,"submission_ids":["PWS_ETTh2_sl336_pl192_seed2021_1780394162"],"rank":59},{"model":"TimeMixer","mse":0.370928,"mae":0.406522,"corr":0.367986,"wape":0.298643,"rse":0.488411,"n_runs":1,"submission_ids":["TimeMixer_ETTh2_sl336_pl192_seed2021_1780396340"],"rank":60},{"model":"NBeats","mse":0.374186,"mae":0.407214,"corr":0.386873,"wape":0.299152,"rse":0.490551,"n_runs":1,"submission_ids":["NBeats_ETTh2_sl336_pl192_seed2021_1780393443"],"rank":61},{"model":"DLinear","mse":0.374873,"mae":0.412096,"corr":0.445583,"wape":0.302738,"rse":0.491001,"n_runs":1,"submission_ids":["DLinear_ETTh2_sl336_pl192_seed2021_1780390533"],"rank":62},{"model":"Linear","mse":0.374909,"mae":0.411772,"corr":0.440904,"wape":0.3025,"rse":0.491025,"n_runs":1,"submission_ids":["Linear_ETTh2_sl336_pl192_seed2021_1780392294"],"rank":63},{"model":"HDMixer","mse":0.378508,"mae":0.406814,"corr":0.422093,"wape":0.298858,"rse":0.493376,"n_runs":1,"submission_ids":["HDMixer_ETTh2_sl336_pl192_seed2021_1780391751"],"rank":64},{"model":"MultiPatchFormer","mse":0.378877,"mae":0.4052,"corr":0.392418,"wape":0.297672,"rse":0.493617,"n_runs":1,"submission_ids":["MultiPatchFormer_ETTh2_sl336_pl192_seed2021_1781154100"],"rank":65},{"model":"GOTSF","mse":0.379209,"mae":0.413285,"corr":0.367038,"wape":0.303611,"rse":0.493833,"n_runs":1,"submission_ids":["GOTSF_ETTh2_sl336_pl192_seed2021_1780935902"],"rank":66},{"model":"SymTime","mse":0.379629,"mae":0.413957,"corr":0.364878,"wape":0.304105,"rse":0.494106,"n_runs":1,"submission_ids":["SymTime_ETTh2_sl336_pl192_seed2021_1780935914"],"rank":67},{"model":"SCINet","mse":0.379961,"mae":0.416335,"corr":0.420858,"wape":0.305852,"rse":0.494323,"n_runs":1,"submission_ids":["SCINet_ETTh2_sl336_pl192_seed2021_1780395385"],"rank":68},{"model":"TimeBridge","mse":0.380739,"mae":0.399873,"corr":0.401562,"wape":0.293759,"rse":0.494828,"n_runs":1,"submission_ids":["TimeBridge_ETTh2_sl336_pl192_seed2021_1780396286"],"rank":69},{"model":"Pathformer","mse":0.381495,"mae":0.410393,"corr":0.403478,"wape":0.301487,"rse":0.495319,"n_runs":1,"submission_ids":["Pathformer_ETTh2_sl336_pl192_seed2021_1781155189"],"rank":70},{"model":"NHiTS","mse":0.386297,"mae":0.409418,"corr":0.408773,"wape":0.300771,"rse":0.498427,"n_runs":1,"submission_ids":["NHiTS_ETTh2_sl336_pl192_seed2021_1780393443"],"rank":71},{"model":"InterPDN","mse":0.387245,"mae":0.42002,"corr":0.347287,"wape":0.308559,"rse":0.499038,"n_runs":1,"submission_ids":["InterPDN_ETTh2_sl336_pl192_seed2021_1780935909"],"rank":72},{"model":"PAttn","mse":0.388293,"mae":0.415536,"corr":0.386777,"wape":0.305265,"rse":0.499713,"n_runs":1,"submission_ids":["PAttn_ETTh2_sl336_pl192_seed2021_1780394070"],"rank":73},{"model":"S_Mamba","mse":0.389499,"mae":0.4146,"corr":0.352128,"wape":0.304577,"rse":0.500488,"n_runs":1,"submission_ids":["S_Mamba_ETTh2_sl336_pl192_seed2021_1780395835"],"rank":74},{"model":"PatchTST","mse":0.390182,"mae":0.414819,"corr":0.428044,"wape":0.304739,"rse":0.500927,"n_runs":1,"submission_ids":["PatchTST_ETTh2_sl336_pl192_seed2021_1780394252"],"rank":75},{"model":"DistDF","mse":0.39097,"mae":0.426529,"corr":0.338484,"wape":0.313341,"rse":0.501432,"n_runs":1,"submission_ids":["DistDF_ETTh2_sl336_pl192_seed2021_1780935895"],"rank":76},{"model":"PatchMLP","mse":0.391936,"mae":0.415355,"corr":0.417972,"wape":0.305132,"rse":0.502052,"n_runs":1,"submission_ids":["PatchMLP_ETTh2_sl336_pl192_seed2021_1780394253"],"rank":77},{"model":"CrossLinear","mse":0.396438,"mae":0.414108,"corr":0.380029,"wape":0.304216,"rse":0.504927,"n_runs":1,"submission_ids":["CrossLinear_ETTh2_sl336_pl192_seed2021_1780389450"],"rank":78},{"model":"CATS","mse":0.398512,"mae":0.416363,"corr":0.350844,"wape":0.305873,"rse":0.506246,"n_runs":1,"submission_ids":["CATS_ETTh2_sl336_pl192_seed2021_1780386935"],"rank":79},{"model":"iTransformer","mse":0.401251,"mae":0.427894,"corr":0.275562,"wape":0.314344,"rse":0.507983,"n_runs":1,"submission_ids":["iTransformer_ETTh2_sl336_pl192_seed2021_1780396696"],"rank":80},{"model":"S4","mse":0.401703,"mae":0.428746,"corr":0.36059,"wape":0.31497,"rse":0.508269,"n_runs":1,"submission_ids":["S4_ETTh2_sl336_pl192_seed2021_1780395270"],"rank":81},{"model":"SOFTS","mse":0.403574,"mae":0.435785,"corr":0.224154,"wape":0.320141,"rse":0.509451,"n_runs":1,"submission_ids":["SOFTS_ETTh2_sl336_pl192_seed2021_1780395499"],"rank":82},{"model":"UMixer","mse":0.403996,"mae":0.413473,"corr":0.41149,"wape":0.30375,"rse":0.509717,"n_runs":1,"submission_ids":["UMixer_ETTh2_sl336_pl192_seed2021_1780396621"],"rank":83},{"model":"MSGNet","mse":0.405001,"mae":0.437979,"corr":0.222512,"wape":0.321752,"rse":0.510351,"n_runs":1,"submission_ids":["MSGNet_ETTh2_sl336_pl192_seed2021_1780392454"],"rank":84},{"model":"TimePerceiver","mse":0.406966,"mae":0.425216,"corr":0.306841,"wape":0.312377,"rse":0.511587,"n_runs":1,"submission_ids":["TimePerceiver_ETTh2_sl336_pl192_seed2021_1780396344"],"rank":85},{"model":"MTSMixer","mse":0.407208,"mae":0.424562,"corr":0.317141,"wape":0.311896,"rse":0.511739,"n_runs":1,"submission_ids":["MTSMixer_ETTh2_sl336_pl192_seed2021_1780392453"],"rank":86},{"model":"BiMamba","mse":0.407693,"mae":0.441256,"corr":0.219001,"wape":0.32416,"rse":0.512044,"n_runs":1,"submission_ids":["BiMamba_ETTh2_sl336_pl192_seed2021_1780386935"],"rank":87},{"model":"MambaSimple","mse":0.409754,"mae":0.447071,"corr":0.22774,"wape":0.328432,"rse":0.513337,"n_runs":1,"submission_ids":["MambaSimple_ETTh2_sl336_pl192_seed2021_1780392453"],"rank":88},{"model":"TimeAlign","mse":0.410625,"mae":0.44146,"corr":0.283826,"wape":0.324309,"rse":0.513882,"n_runs":1,"submission_ids":["TimeAlign_ETTh2_sl336_pl192_seed2021_1780935887"],"rank":89},{"model":"WaveNet","mse":0.411638,"mae":0.436826,"corr":0.208167,"wape":0.320905,"rse":0.514516,"n_runs":1,"submission_ids":["WaveNet_ETTh2_sl336_pl192_seed2021_1780396616"],"rank":90},{"model":"TimesNet","mse":0.413899,"mae":0.447111,"corr":0.220403,"wape":0.328461,"rse":0.515927,"n_runs":1,"submission_ids":["TimesNet_ETTh2_sl336_pl192_seed2021_1780882790"],"rank":91},{"model":"LightTS","mse":0.41864,"mae":0.438733,"corr":0.413695,"wape":0.322307,"rse":0.518873,"n_runs":1,"submission_ids":["LightTS_ETTh2_sl336_pl192_seed2021_1780392294"],"rank":92},{"model":"NSTransformer","mse":0.41953,"mae":0.452399,"corr":0.212908,"wape":0.332346,"rse":0.519425,"n_runs":1,"submission_ids":["NSTransformer_ETTh2_sl336_pl192_seed2021_1780393538"],"rank":93},{"model":"GTR","mse":0.421576,"mae":0.431885,"corr":0.332509,"wape":0.317276,"rse":0.52069,"n_runs":1,"submission_ids":["GTR_ETTh2_sl336_pl192_seed2021_1780935888"],"rank":94},{"model":"Sumba","mse":0.428747,"mae":0.432573,"corr":0.32643,"wape":0.317781,"rse":0.525099,"n_runs":1,"submission_ids":["Sumba_ETTh2_sl336_pl192_seed2021_1780396056"],"rank":95},{"model":"CARD","mse":0.436888,"mae":0.436835,"corr":0.358416,"wape":0.320912,"rse":0.530061,"n_runs":1,"submission_ids":["CARD_ETTh2_sl336_pl192_seed2021_1780386935"],"rank":96},{"model":"ETSformer","mse":0.4468,"mae":0.449395,"corr":0.329372,"wape":0.330139,"rse":0.536041,"n_runs":1,"submission_ids":["ETSformer_ETTh2_sl336_pl192_seed2021_1780934766"],"rank":97},{"model":"MICN","mse":0.447182,"mae":0.455391,"corr":0.427936,"wape":0.334544,"rse":0.536269,"n_runs":1,"submission_ids":["MICN_ETTh2_sl336_pl192_seed2021_1780392294"],"rank":98},{"model":"FreTS","mse":0.498895,"mae":0.49554,"corr":0.330573,"wape":0.364039,"rse":0.566429,"n_runs":1,"submission_ids":["FreTS_ETTh2_sl336_pl192_seed2021_1780391573"],"rank":99},{"model":"Crossformer","mse":0.608787,"mae":0.549958,"corr":0.31355,"wape":0.404016,"rse":0.625711,"n_runs":1,"submission_ids":["Crossformer_ETTh2_sl336_pl192_seed2021_1780390015"],"rank":100},{"model":"TSMixer","mse":1.30242,"mae":0.959536,"corr":0.291089,"wape":0.704903,"rse":0.915201,"n_runs":1,"submission_ids":["TSMixer_ETTh2_sl336_pl192_seed2021_1780396062"],"rank":101},{"model":"DeepAR","mse":1.416364,"mae":0.878102,"corr":0.210117,"wape":0.64508,"rse":0.954395,"n_runs":1,"submission_ids":["DeepAR_ETTh2_sl336_pl192_seed2021_1780390997"],"rank":102},{"model":"Transformer","mse":2.797393,"mae":1.278984,"corr":-0.024785,"wape":0.93958,"rse":1.341274,"n_runs":1,"submission_ids":["Transformer_ETTh2_sl336_pl192_seed2021_1780396464"],"rank":103},{"model":"Pyraformer","mse":3.016236,"mae":1.305902,"corr":0.218386,"wape":0.959355,"rse":1.392751,"n_runs":1,"submission_ids":["Pyraformer_ETTh2_sl336_pl192_seed2021_1780394791"],"rank":104},{"model":"Reformer","mse":3.081639,"mae":1.354709,"corr":0.033297,"wape":0.99521,"rse":1.40777,"n_runs":1,"submission_ids":["Reformer_ETTh2_sl336_pl192_seed2021_1780643854"],"rank":105},{"model":"Informer","mse":3.169672,"mae":1.362845,"corr":0.000685,"wape":1.001187,"rse":1.427736,"n_runs":1,"submission_ids":["Informer_ETTh2_sl336_pl192_seed2021_1780391962"],"rank":106},{"model":"FEDformer","mse":6.270315,"mae":1.934909,"corr":0.078769,"wape":1.421442,"rse":2.008101,"n_runs":1,"submission_ids":["FEDformer_ETTh2_sl336_pl192_seed2021_1780391132"],"rank":107},{"model":"Autoformer","mse":17.989824,"mae":3.611032,"corr":0.159708,"wape":2.652773,"rse":3.401373,"n_runs":1,"submission_ids":["Autoformer_ETTh2_sl336_pl192_seed2021_1780386279"],"rank":108}]}},"ETTm1":{"horizons":{"192":[{"model":"TimeEmb","mse":0.327281,"mae":0.368864,"corr":0.723514,"wape":0.466142,"rse":0.54458,"n_runs":1,"submission_ids":["TimeEmb_ETTm1_sl336_pl192_seed2021_1780405560"],"rank":1},{"model":"UMixer","mse":0.329246,"mae":0.369065,"corr":0.719524,"wape":0.466396,"rse":0.546212,"n_runs":1,"submission_ids":["UMixer_ETTm1_sl336_pl192_seed2021_1780406796"],"rank":2},{"model":"SOFTS","mse":0.329715,"mae":0.367951,"corr":0.720199,"wape":0.464989,"rse":0.546602,"n_runs":1,"submission_ids":["SOFTS_ETTm1_sl336_pl192_seed2021_1780403847"],"rank":3},{"model":"NHiTS","mse":0.329987,"mae":0.368632,"corr":0.722182,"wape":0.46585,"rse":0.546827,"n_runs":1,"submission_ids":["NHiTS_ETTm1_sl336_pl192_seed2021_1780403059"],"rank":4},{"model":"Amplifier","mse":0.330567,"mae":0.368446,"corr":0.720866,"wape":0.465615,"rse":0.547308,"n_runs":1,"submission_ids":["Amplifier_ETTm1_sl336_pl192_seed2021_1780396801"],"rank":5},{"model":"CMoS","mse":0.331153,"mae":0.365673,"corr":0.722547,"wape":0.46211,"rse":0.547792,"n_runs":1,"submission_ids":["CMoS_ETTm1_sl336_pl192_seed2021_1780398910"],"rank":6},{"model":"Fredformer","mse":0.331209,"mae":0.368195,"corr":0.718222,"wape":0.465297,"rse":0.547839,"n_runs":1,"submission_ids":["Fredformer_ETTm1_sl336_pl192_seed2021_1780400728"],"rank":7},{"model":"DTAF","mse":0.331532,"mae":0.370764,"corr":0.71984,"wape":0.468544,"rse":0.548106,"n_runs":1,"submission_ids":["DTAF_ETTm1_sl336_pl192_seed2021_1780399745"],"rank":8},{"model":"xPatch","mse":0.332733,"mae":0.372321,"corr":0.719607,"wape":0.470511,"rse":0.549097,"n_runs":1,"submission_ids":["xPatch_ETTm1_sl336_pl192_seed2021_1780407114"],"rank":9},{"model":"MultiPatchFormer","mse":0.332923,"mae":0.37406,"corr":0.716389,"wape":0.472709,"rse":0.549254,"n_runs":1,"submission_ids":["MultiPatchFormer_ETTm1_sl336_pl192_seed2021_1781154101"],"rank":10},{"model":"CrossLinear","mse":0.333013,"mae":0.373874,"corr":0.719666,"wape":0.472473,"rse":0.549328,"n_runs":1,"submission_ids":["CrossLinear_ETTm1_sl336_pl192_seed2021_1780397422"],"rank":11},{"model":"TimeXer","mse":0.333571,"mae":0.371855,"corr":0.71862,"wape":0.469923,"rse":0.549789,"n_runs":1,"submission_ids":["TimeXer_ETTm1_sl336_pl192_seed2021_1780406771"],"rank":12},{"model":"TimePerceiver","mse":0.334085,"mae":0.371654,"corr":0.714579,"wape":0.469669,"rse":0.550212,"n_runs":1,"submission_ids":["TimePerceiver_ETTm1_sl336_pl192_seed2021_1780406383"],"rank":13},{"model":"MoFo","mse":0.334686,"mae":0.373749,"corr":0.721148,"wape":0.472316,"rse":0.550707,"n_runs":1,"submission_ids":["MoFo_ETTm1_sl336_pl192_seed2021_1780402680"],"rank":14},{"model":"TimeFilter","mse":0.334974,"mae":0.372207,"corr":0.720221,"wape":0.470367,"rse":0.550943,"n_runs":1,"submission_ids":["TimeFilter_ETTm1_sl336_pl192_seed2021_1780405563"],"rank":15},{"model":"PHAT","mse":0.336177,"mae":0.364417,"corr":0.721178,"wape":0.460523,"rse":0.551932,"n_runs":1,"submission_ids":["PHAT_ETTm1_sl336_pl192_seed2021_1780403153"],"rank":16},{"model":"DSFormer","mse":0.336773,"mae":0.374505,"corr":0.717541,"wape":0.473272,"rse":0.552421,"n_runs":1,"submission_ids":["DSFormer_ETTm1_sl336_pl192_seed2021_1780399615"],"rank":17},{"model":"TimeKAN","mse":0.337274,"mae":0.366028,"corr":0.720142,"wape":0.462558,"rse":0.552831,"n_runs":1,"submission_ids":["TimeKAN_ETTm1_sl336_pl192_seed2021_1780406121"],"rank":18},{"model":"CycleNet","mse":0.337478,"mae":0.367438,"corr":0.721883,"wape":0.464341,"rse":0.552999,"n_runs":1,"submission_ids":["CycleNet_ETTm1_sl336_pl192_seed2021_1780399474"],"rank":19},{"model":"CrossGNN","mse":0.338359,"mae":0.368368,"corr":0.718838,"wape":0.465516,"rse":0.55372,"n_runs":1,"submission_ids":["CrossGNN_ETTm1_sl336_pl192_seed2021_1780399109"],"rank":20},{"model":"Linear","mse":0.338505,"mae":0.371487,"corr":0.719416,"wape":0.469458,"rse":0.553839,"n_runs":1,"submission_ids":["Linear_ETTm1_sl336_pl192_seed2021_1780401796"],"rank":21},{"model":"WPMixer","mse":0.338998,"mae":0.372145,"corr":0.714208,"wape":0.470289,"rse":0.554243,"n_runs":1,"submission_ids":["WPMixer_ETTm1_sl336_pl192_seed2021_1780406812"],"rank":22},{"model":"DLinear","mse":0.339107,"mae":0.369499,"corr":0.718356,"wape":0.466944,"rse":0.554331,"n_runs":1,"submission_ids":["DLinear_ETTm1_sl336_pl192_seed2021_1780397559"],"rank":23},{"model":"SVTime","mse":0.339125,"mae":0.368603,"corr":0.719082,"wape":0.465812,"rse":0.554347,"n_runs":1,"submission_ids":["SVTime_ETTm1_sl336_pl192_seed2021_1780404453"],"rank":24},{"model":"RLinear","mse":0.339765,"mae":0.366697,"corr":0.720554,"wape":0.463405,"rse":0.554869,"n_runs":1,"submission_ids":["RLinear_ETTm1_sl336_pl192_seed2021_1780403536"],"rank":25},{"model":"Koopa","mse":0.340199,"mae":0.378003,"corr":0.712658,"wape":0.477691,"rse":0.555223,"n_runs":1,"submission_ids":["Koopa_ETTm1_sl336_pl192_seed2021_1780401476"],"rank":26},{"model":"TiDE","mse":0.340417,"mae":0.367724,"corr":0.719912,"wape":0.464702,"rse":0.555401,"n_runs":1,"submission_ids":["TiDE_ETTm1_sl336_pl192_seed2021_1780405295"],"rank":27},{"model":"MICN","mse":0.340827,"mae":0.376625,"corr":0.719442,"wape":0.47595,"rse":0.555736,"n_runs":1,"submission_ids":["MICN_ETTm1_sl336_pl192_seed2021_1780401991"],"rank":28},{"model":"DUET","mse":0.341676,"mae":0.378798,"corr":0.708694,"wape":0.478696,"rse":0.556427,"n_runs":1,"submission_ids":["DUET_ETTm1_sl336_pl192_seed2021_1780399865"],"rank":29},{"model":"PWS","mse":0.341945,"mae":0.374225,"corr":0.706624,"wape":0.472918,"rse":0.556647,"n_runs":1,"submission_ids":["PWS_ETTm1_sl336_pl192_seed2021_1780403156"],"rank":30},{"model":"FTP","mse":0.342051,"mae":0.369688,"corr":0.720386,"wape":0.467184,"rse":0.556733,"n_runs":1,"submission_ids":["FTP_ETTm1_sl336_pl192_seed2021_1780936122"],"rank":31},{"model":"PaiFilter","mse":0.342191,"mae":0.3761,"corr":0.712348,"wape":0.475287,"rse":0.556846,"n_runs":1,"submission_ids":["PaiFilter_ETTm1_sl336_pl192_seed2021_1780403340"],"rank":32},{"model":"NBeats","mse":0.342473,"mae":0.381186,"corr":0.711333,"wape":0.481714,"rse":0.557076,"n_runs":1,"submission_ids":["NBeats_ETTm1_sl336_pl192_seed2021_1780402762"],"rank":33},{"model":"PAttn","mse":0.342779,"mae":0.374122,"corr":0.716801,"wape":0.472788,"rse":0.557325,"n_runs":1,"submission_ids":["PAttn_ETTm1_sl336_pl192_seed2021_1780403150"],"rank":34},{"model":"NLinear","mse":0.342936,"mae":0.37078,"corr":0.716627,"wape":0.468563,"rse":0.557453,"n_runs":1,"submission_ids":["NLinear_ETTm1_sl336_pl192_seed2021_1780403062"],"rank":35},{"model":"APN","mse":0.343059,"mae":0.370615,"corr":0.720538,"wape":0.468355,"rse":0.557552,"n_runs":1,"submission_ids":["APN_ETTm1_sl336_pl192_seed2021_1780936110"],"rank":36},{"model":"FITS","mse":0.343291,"mae":0.37016,"corr":0.716009,"wape":0.467781,"rse":0.557741,"n_runs":1,"submission_ids":["FITS_ETTm1_sl336_pl192_seed2021_1780397717"],"rank":37},{"model":"CATS","mse":0.34336,"mae":0.381151,"corr":0.707454,"wape":0.481671,"rse":0.557797,"n_runs":1,"submission_ids":["CATS_ETTm1_sl336_pl192_seed2021_1780398883"],"rank":38},{"model":"PhaseFormer","mse":0.343998,"mae":0.371048,"corr":0.719336,"wape":0.468903,"rse":0.558315,"n_runs":1,"submission_ids":["PhaseFormer_ETTm1_sl336_pl192_seed2021_1780936098"],"rank":39},{"model":"GTR","mse":0.344231,"mae":0.370723,"corr":0.720817,"wape":0.468492,"rse":0.558504,"n_runs":1,"submission_ids":["GTR_ETTm1_sl336_pl192_seed2021_1780936097"],"rank":40},{"model":"Sumba","mse":0.344265,"mae":0.383986,"corr":0.710429,"wape":0.485253,"rse":0.558532,"n_runs":1,"submission_ids":["Sumba_ETTm1_sl336_pl192_seed2021_1780405027"],"rank":41},{"model":"TimeCAP","mse":0.344339,"mae":0.370765,"corr":0.720063,"wape":0.468545,"rse":0.558592,"n_runs":1,"submission_ids":["TimeCAP_ETTm1_sl336_pl192_seed2021_1780936114"],"rank":42},{"model":"FiLM","mse":0.344386,"mae":0.370224,"corr":0.715981,"wape":0.467862,"rse":0.55863,"n_runs":1,"submission_ids":["FiLM_ETTm1_sl336_pl192_seed2021_1780397826"],"rank":43},{"model":"LightTS","mse":0.344389,"mae":0.373753,"corr":0.711943,"wape":0.47232,"rse":0.558632,"n_runs":1,"submission_ids":["LightTS_ETTm1_sl336_pl192_seed2021_1780401697"],"rank":44},{"model":"OLinear","mse":0.344396,"mae":0.371227,"corr":0.719113,"wape":0.469129,"rse":0.558638,"n_runs":1,"submission_ids":["OLinear_ETTm1_sl336_pl192_seed2021_1780936146"],"rank":45},{"model":"DynamicTMoE","mse":0.344794,"mae":0.371498,"corr":0.71862,"wape":0.469471,"rse":0.558961,"n_runs":1,"submission_ids":["DynamicTMoE_ETTm1_sl336_pl192_seed2021_1780936147"],"rank":46},{"model":"Aurora","mse":0.345283,"mae":0.371532,"corr":0.719046,"wape":0.469514,"rse":0.559357,"n_runs":1,"submission_ids":["Aurora_ETTm1_sl336_pl192_seed2021_1780936095"],"rank":47},{"model":"MAFS","mse":0.345629,"mae":0.370613,"corr":0.720734,"wape":0.468353,"rse":0.559637,"n_runs":1,"submission_ids":["MAFS_ETTm1_sl336_pl192_seed2021_1780936158"],"rank":48},{"model":"TiRex","mse":0.345649,"mae":0.372308,"corr":0.71794,"wape":0.470496,"rse":0.559654,"n_runs":1,"submission_ids":["TiRex_ETTm1_sl336_pl192_seed2021_1780936137"],"rank":49},{"model":"TSRAG","mse":0.345715,"mae":0.371609,"corr":0.719163,"wape":0.469612,"rse":0.559707,"n_runs":1,"submission_ids":["TSRAG_ETTm1_sl336_pl192_seed2021_1780936156"],"rank":50},{"model":"PMDformer","mse":0.34573,"mae":0.37128,"corr":0.719411,"wape":0.469195,"rse":0.559719,"n_runs":1,"submission_ids":["PMDformer_ETTm1_sl336_pl192_seed2021_1780936101"],"rank":51},{"model":"LatentTSF","mse":0.345814,"mae":0.371573,"corr":0.720008,"wape":0.469566,"rse":0.559787,"n_runs":1,"submission_ids":["LatentTSF_ETTm1_sl336_pl192_seed2021_1780936141"],"rank":52},{"model":"SEMPO","mse":0.345874,"mae":0.372078,"corr":0.718066,"wape":0.470204,"rse":0.559835,"n_runs":1,"submission_ids":["SEMPO_ETTm1_sl336_pl192_seed2021_1780936129"],"rank":53},{"model":"CoRA","mse":0.346031,"mae":0.371707,"corr":0.71928,"wape":0.469736,"rse":0.559963,"n_runs":1,"submission_ids":["CoRA_ETTm1_sl336_pl192_seed2021_1780936150"],"rank":54},{"model":"HMformer","mse":0.346106,"mae":0.371251,"corr":0.719404,"wape":0.469159,"rse":0.560024,"n_runs":1,"submission_ids":["HMformer_ETTm1_sl336_pl192_seed2021_1780936135"],"rank":55},{"model":"TimeMosaic","mse":0.346198,"mae":0.37182,"corr":0.717939,"wape":0.469879,"rse":0.560098,"n_runs":1,"submission_ids":["TimeMosaic_ETTm1_sl336_pl192_seed2021_1780936153"],"rank":56},{"model":"AMRC","mse":0.346396,"mae":0.371015,"corr":0.720142,"wape":0.468861,"rse":0.560258,"n_runs":1,"submission_ids":["AMRC_ETTm1_sl336_pl192_seed2021_1780936135"],"rank":57},{"model":"SRSNet","mse":0.346651,"mae":0.376395,"corr":0.711997,"wape":0.475659,"rse":0.560464,"n_runs":1,"submission_ids":["SRSNet_ETTm1_sl336_pl192_seed2021_1780403850"],"rank":58},{"model":"PatchMLP","mse":0.346769,"mae":0.378915,"corr":0.714712,"wape":0.478844,"rse":0.560559,"n_runs":1,"submission_ids":["PatchMLP_ETTm1_sl336_pl192_seed2021_1780403344"],"rank":59},{"model":"Kronos","mse":0.347111,"mae":0.37225,"corr":0.718867,"wape":0.470423,"rse":0.560836,"n_runs":1,"submission_ids":["Kronos_ETTm1_sl336_pl192_seed2021_1780936156"],"rank":60},{"model":"OccamVTS","mse":0.34714,"mae":0.372467,"corr":0.718068,"wape":0.470696,"rse":0.560859,"n_runs":1,"submission_ids":["OccamVTS_ETTm1_sl336_pl192_seed2021_1780936119"],"rank":61},{"model":"ImplicitForecaster","mse":0.347189,"mae":0.373786,"corr":0.716928,"wape":0.472362,"rse":0.560899,"n_runs":1,"submission_ids":["ImplicitForecaster_ETTm1_sl336_pl192_seed2021_1780936131"],"rank":62},{"model":"TimeMixer","mse":0.347362,"mae":0.37417,"corr":0.714022,"wape":0.472848,"rse":0.561039,"n_runs":1,"submission_ids":["TimeMixer_ETTm1_sl336_pl192_seed2021_1780406121"],"rank":63},{"model":"HN_MVTS","mse":0.347511,"mae":0.372669,"corr":0.717652,"wape":0.470952,"rse":0.561159,"n_runs":1,"submission_ids":["HN_MVTS_ETTm1_sl336_pl192_seed2021_1780936134"],"rank":64},{"model":"FeTS","mse":0.348053,"mae":0.373303,"corr":0.717396,"wape":0.471752,"rse":0.561596,"n_runs":1,"submission_ids":["FeTS_ETTm1_sl336_pl192_seed2021_1780936129"],"rank":65},{"model":"MixLinear","mse":0.348273,"mae":0.373677,"corr":0.710731,"wape":0.472225,"rse":0.561774,"n_runs":1,"submission_ids":["MixLinear_ETTm1_sl336_pl192_seed2021_1780402677"],"rank":66},{"model":"Sonnet","mse":0.34868,"mae":0.372422,"corr":0.718874,"wape":0.470639,"rse":0.562102,"n_runs":1,"submission_ids":["Sonnet_ETTm1_sl336_pl192_seed2021_1780936110"],"rank":67},{"model":"MMPD","mse":0.348739,"mae":0.373673,"corr":0.716202,"wape":0.47222,"rse":0.562149,"n_runs":1,"submission_ids":["MMPD_ETTm1_sl336_pl192_seed2021_1780936102"],"rank":68},{"model":"ModernTCN","mse":0.348757,"mae":0.383669,"corr":0.706611,"wape":0.484853,"rse":0.562164,"n_runs":1,"submission_ids":["ModernTCN_ETTm1_sl336_pl192_seed2021_1780402756"],"rank":69},{"model":"TimeAlign","mse":0.349535,"mae":0.38078,"corr":0.699749,"wape":0.481202,"rse":0.562791,"n_runs":1,"submission_ids":["TimeAlign_ETTm1_sl336_pl192_seed2021_1780936096"],"rank":70},{"model":"TimeO1","mse":0.349648,"mae":0.371389,"corr":0.720424,"wape":0.469333,"rse":0.562882,"n_runs":1,"submission_ids":["TimeO1_ETTm1_sl336_pl192_seed2021_1780936133"],"rank":71},{"model":"COSA","mse":0.349811,"mae":0.371481,"corr":0.720427,"wape":0.46945,"rse":0.563013,"n_runs":1,"submission_ids":["COSA_ETTm1_sl336_pl192_seed2021_1780936105"],"rank":72},{"model":"TimeBridge","mse":0.350315,"mae":0.389939,"corr":0.704125,"wape":0.492776,"rse":0.563418,"n_runs":1,"submission_ids":["TimeBridge_ETTm1_sl336_pl192_seed2021_1780405438"],"rank":73},{"model":"SCINet","mse":0.350898,"mae":0.378824,"corr":0.711216,"wape":0.47873,"rse":0.563886,"n_runs":1,"submission_ids":["SCINet_ETTm1_sl336_pl192_seed2021_1780403672"],"rank":74},{"model":"SparseTSF","mse":0.35259,"mae":0.375078,"corr":0.707038,"wape":0.473995,"rse":0.565245,"n_runs":1,"submission_ids":["SparseTSF_ETTm1_sl336_pl192_seed2021_1780404926"],"rank":75},{"model":"TimeBase","mse":0.353824,"mae":0.37605,"corr":0.703936,"wape":0.475224,"rse":0.566232,"n_runs":1,"submission_ids":["TimeBase_ETTm1_sl336_pl192_seed2021_1780405433"],"rank":76},{"model":"Crossformer","mse":0.353905,"mae":0.388926,"corr":0.696138,"wape":0.491495,"rse":0.566298,"n_runs":1,"submission_ids":["Crossformer_ETTm1_sl336_pl192_seed2021_1780399368"],"rank":77},{"model":"PULSE","mse":0.35401,"mae":0.378772,"corr":0.711353,"wape":0.478664,"rse":0.566381,"n_runs":1,"submission_ids":["PULSE_ETTm1_sl336_pl192_seed2021_1780936161"],"rank":78},{"model":"DistDF","mse":0.354854,"mae":0.382261,"corr":0.696835,"wape":0.483072,"rse":0.567056,"n_runs":1,"submission_ids":["DistDF_ETTm1_sl336_pl192_seed2021_1780936108"],"rank":79},{"model":"GOTSF","mse":0.357267,"mae":0.390217,"corr":0.678012,"wape":0.493127,"rse":0.568981,"n_runs":1,"submission_ids":["GOTSF_ETTm1_sl336_pl192_seed2021_1780936118"],"rank":80},{"model":"S_Mamba","mse":0.357768,"mae":0.390042,"corr":0.702475,"wape":0.492906,"rse":0.56938,"n_runs":1,"submission_ids":["S_Mamba_ETTm1_sl336_pl192_seed2021_1780404920"],"rank":81},{"model":"Pathformer","mse":0.359018,"mae":0.382972,"corr":0.714715,"wape":0.483971,"rse":0.570374,"n_runs":1,"submission_ids":["Pathformer_ETTm1_sl336_pl192_seed2021_1780403459"],"rank":82},{"model":"SegRNN","mse":0.359729,"mae":0.395115,"corr":0.699178,"wape":0.499318,"rse":0.570939,"n_runs":1,"submission_ids":["SegRNN_ETTm1_sl336_pl192_seed2021_1780404923"],"rank":83},{"model":"TexFilter","mse":0.361181,"mae":0.388552,"corr":0.706135,"wape":0.491023,"rse":0.57209,"n_runs":1,"submission_ids":["TexFilter_ETTm1_sl336_pl192_seed2021_1780405081"],"rank":84},{"model":"S4","mse":0.361211,"mae":0.391708,"corr":0.701063,"wape":0.495011,"rse":0.572113,"n_runs":1,"submission_ids":["S4_ETTm1_sl336_pl192_seed2021_1780403666"],"rank":85},{"model":"PatchTST","mse":0.367041,"mae":0.394114,"corr":0.69289,"wape":0.498052,"rse":0.576712,"n_runs":1,"submission_ids":["PatchTST_ETTm1_sl336_pl192_seed2021_1780403348"],"rank":86},{"model":"HDMixer","mse":0.369594,"mae":0.396063,"corr":0.697087,"wape":0.500516,"rse":0.578714,"n_runs":1,"submission_ids":["HDMixer_ETTm1_sl336_pl192_seed2021_1780400942"],"rank":87},{"model":"TSMixer","mse":0.376209,"mae":0.422623,"corr":0.701154,"wape":0.53408,"rse":0.58387,"n_runs":1,"submission_ids":["TSMixer_ETTm1_sl336_pl192_seed2021_1780405078"],"rank":88},{"model":"CARD","mse":0.386068,"mae":0.405807,"corr":0.688821,"wape":0.512828,"rse":0.591471,"n_runs":1,"submission_ids":["CARD_ETTm1_sl336_pl192_seed2021_1780397132"],"rank":89},{"model":"SymTime","mse":0.390026,"mae":0.41433,"corr":0.650596,"wape":0.5236,"rse":0.594495,"n_runs":1,"submission_ids":["SymTime_ETTm1_sl336_pl192_seed2021_1780936130"],"rank":90},{"model":"FreTS","mse":0.395873,"mae":0.428248,"corr":0.672619,"wape":0.541189,"rse":0.598935,"n_runs":1,"submission_ids":["FreTS_ETTm1_sl336_pl192_seed2021_1780400574"],"rank":91},{"model":"InterPDN","mse":0.407421,"mae":0.423317,"corr":0.642979,"wape":0.534956,"rse":0.607607,"n_runs":1,"submission_ids":["InterPDN_ETTm1_sl336_pl192_seed2021_1780936125"],"rank":92},{"model":"MambaSimple","mse":0.414998,"mae":0.409575,"corr":0.646269,"wape":0.517591,"rse":0.613232,"n_runs":1,"submission_ids":["MambaSimple_ETTm1_sl336_pl192_seed2021_1780398628"],"rank":93},{"model":"iTransformer","mse":0.423601,"mae":0.436796,"corr":0.626324,"wape":0.55199,"rse":0.619555,"n_runs":1,"submission_ids":["iTransformer_ETTm1_sl336_pl192_seed2021_1780407114"],"rank":94},{"model":"MTSMixer","mse":0.437423,"mae":0.438698,"corr":0.652849,"wape":0.554394,"rse":0.629582,"n_runs":1,"submission_ids":["MTSMixer_ETTm1_sl336_pl192_seed2021_1780402674"],"rank":95},{"model":"DeepAR","mse":0.448202,"mae":0.453169,"corr":0.639119,"wape":0.572682,"rse":0.637292,"n_runs":1,"submission_ids":["DeepAR_ETTm1_sl336_pl192_seed2021_1780400042"],"rank":96},{"model":"WaveNet","mse":0.685445,"mae":0.548983,"corr":0.395663,"wape":0.693764,"rse":0.788111,"n_runs":1,"submission_ids":["WaveNet_ETTm1_sl336_pl192_seed2021_1780406811"],"rank":97},{"model":"NSTransformer","mse":0.687669,"mae":0.543866,"corr":0.393266,"wape":0.687296,"rse":0.78939,"n_runs":1,"submission_ids":["NSTransformer_ETTm1_sl336_pl192_seed2021_1780403066"],"rank":98},{"model":"BiMamba","mse":0.688071,"mae":0.544551,"corr":0.393057,"wape":0.688163,"rse":0.78962,"n_runs":1,"submission_ids":["BiMamba_ETTm1_sl336_pl192_seed2021_1780396949"],"rank":99},{"model":"MSGNet","mse":0.688083,"mae":0.547807,"corr":0.39332,"wape":0.692278,"rse":0.789626,"n_runs":1,"submission_ids":["MSGNet_ETTm1_sl336_pl192_seed2021_1780402198"],"rank":100},{"model":"TimesNet","mse":0.690997,"mae":0.555345,"corr":0.393455,"wape":0.701805,"rse":0.791297,"n_runs":1,"submission_ids":["TimesNet_ETTm1_sl336_pl192_seed2021_1780407408"],"rank":101},{"model":"ETSformer","mse":0.887322,"mae":0.615787,"corr":0.398344,"wape":0.778186,"rse":0.89669,"n_runs":1,"submission_ids":["ETSformer_ETTm1_sl336_pl192_seed2021_1780934770"],"rank":102},{"model":"Pyraformer","mse":0.942655,"mae":0.764373,"corr":0.408778,"wape":0.965958,"rse":0.924225,"n_runs":1,"submission_ids":["Pyraformer_ETTm1_sl336_pl192_seed2021_1780403449"],"rank":103},{"model":"Transformer","mse":1.13161,"mae":0.812104,"corr":0.056402,"wape":1.026278,"rse":1.012628,"n_runs":1,"submission_ids":["Transformer_ETTm1_sl336_pl192_seed2021_1780406771"],"rank":104},{"model":"Reformer","mse":1.138339,"mae":0.812529,"corr":0.073943,"wape":1.026813,"rse":1.015634,"n_runs":1,"submission_ids":["Reformer_ETTm1_sl336_pl192_seed2021_1780404228"],"rank":105},{"model":"Informer","mse":1.322719,"mae":0.930618,"corr":-0.056481,"wape":1.176047,"rse":1.094802,"n_runs":1,"submission_ids":["Informer_ETTm1_sl336_pl192_seed2021_1780401100"],"rank":106},{"model":"FEDformer","mse":10.580248,"mae":2.691928,"corr":0.059292,"wape":3.40186,"rse":3.096345,"n_runs":1,"submission_ids":["FEDformer_ETTm1_sl336_pl192_seed2021_1780398309"],"rank":107},{"model":"Autoformer","mse":13.597828,"mae":3.032781,"corr":0.137337,"wape":3.832601,"rse":3.510236,"n_runs":1,"submission_ids":["Autoformer_ETTm1_sl336_pl192_seed2021_1780396942"],"rank":108}]}},"ETTm2":{"horizons":{"192":[{"model":"TimeKAN","mse":0.218775,"mae":0.289401,"corr":0.68657,"wape":0.212911,"rse":0.378612,"n_runs":1,"submission_ids":["TimeKAN_ETTm2_sl336_pl192_seed2021_1780411615"],"rank":1},{"model":"CycleNet","mse":0.219697,"mae":0.292055,"corr":0.68478,"wape":0.214864,"rse":0.379408,"n_runs":1,"submission_ids":["CycleNet_ETTm2_sl336_pl192_seed2021_1780413336"],"rank":2},{"model":"TiDE","mse":0.22014,"mae":0.291293,"corr":0.686136,"wape":0.214303,"rse":0.379791,"n_runs":1,"submission_ids":["TiDE_ETTm2_sl336_pl192_seed2021_1780420181"],"rank":3},{"model":"SVTime","mse":0.220401,"mae":0.292614,"corr":0.683824,"wape":0.215275,"rse":0.380016,"n_runs":1,"submission_ids":["SVTime_ETTm2_sl336_pl192_seed2021_1780420847"],"rank":4},{"model":"RLinear","mse":0.220402,"mae":0.292614,"corr":0.683824,"wape":0.215275,"rse":0.380016,"n_runs":1,"submission_ids":["RLinear_ETTm2_sl336_pl192_seed2021_1780410675"],"rank":5},{"model":"TimeFilter","mse":0.220522,"mae":0.293826,"corr":0.678663,"wape":0.216166,"rse":0.38012,"n_runs":1,"submission_ids":["TimeFilter_ETTm2_sl336_pl192_seed2021_1780420000"],"rank":6},{"model":"ModernTCN","mse":0.220845,"mae":0.293269,"corr":0.676722,"wape":0.215757,"rse":0.380399,"n_runs":1,"submission_ids":["ModernTCN_ETTm2_sl336_pl192_seed2021_1780421211"],"rank":7},{"model":"NLinear","mse":0.220955,"mae":0.293199,"corr":0.682661,"wape":0.215705,"rse":0.380493,"n_runs":1,"submission_ids":["NLinear_ETTm2_sl336_pl192_seed2021_1780410346"],"rank":8},{"model":"CrossGNN","mse":0.222074,"mae":0.297041,"corr":0.672909,"wape":0.218531,"rse":0.381456,"n_runs":1,"submission_ids":["CrossGNN_ETTm2_sl336_pl192_seed2021_1780422287"],"rank":9},{"model":"PatchMLP","mse":0.222904,"mae":0.297619,"corr":0.675273,"wape":0.218958,"rse":0.382168,"n_runs":1,"submission_ids":["PatchMLP_ETTm2_sl336_pl192_seed2021_1780419696"],"rank":10},{"model":"FITS","mse":0.222907,"mae":0.29361,"corr":0.679989,"wape":0.216008,"rse":0.38217,"n_runs":1,"submission_ids":["FITS_ETTm2_sl336_pl192_seed2021_1780413447"],"rank":11},{"model":"MoFo","mse":0.223314,"mae":0.29577,"corr":0.684012,"wape":0.217597,"rse":0.382519,"n_runs":1,"submission_ids":["MoFo_ETTm2_sl336_pl192_seed2021_1780421163"],"rank":12},{"model":"FiLM","mse":0.2238,"mae":0.295178,"corr":0.678184,"wape":0.217161,"rse":0.382935,"n_runs":1,"submission_ids":["FiLM_ETTm2_sl336_pl192_seed2021_1780413448"],"rank":13},{"model":"DLinear","mse":0.225796,"mae":0.302464,"corr":0.681642,"wape":0.222522,"rse":0.384639,"n_runs":1,"submission_ids":["DLinear_ETTm2_sl336_pl192_seed2021_1780408381"],"rank":14},{"model":"TimeMixer","mse":0.22678,"mae":0.297798,"corr":0.67625,"wape":0.219088,"rse":0.385476,"n_runs":1,"submission_ids":["TimeMixer_ETTm2_sl336_pl192_seed2021_1780411839"],"rank":15},{"model":"CMoS","mse":0.228484,"mae":0.298925,"corr":0.671831,"wape":0.219918,"rse":0.386922,"n_runs":1,"submission_ids":["CMoS_ETTm2_sl336_pl192_seed2021_1780413335"],"rank":16},{"model":"Fredformer","mse":0.228799,"mae":0.29931,"corr":0.666052,"wape":0.220201,"rse":0.387188,"n_runs":1,"submission_ids":["Fredformer_ETTm2_sl336_pl192_seed2021_1780414712"],"rank":17},{"model":"ImplicitForecaster","mse":0.229196,"mae":0.297604,"corr":0.673353,"wape":0.218946,"rse":0.387524,"n_runs":1,"submission_ids":["ImplicitForecaster_ETTm2_sl336_pl192_seed2021_1780936389"],"rank":18},{"model":"Aurora","mse":0.229256,"mae":0.300061,"corr":0.663197,"wape":0.220753,"rse":0.387575,"n_runs":1,"submission_ids":["Aurora_ETTm2_sl336_pl192_seed2021_1780936223"],"rank":19},{"model":"CoRA","mse":0.22952,"mae":0.300394,"corr":0.662406,"wape":0.220999,"rse":0.387797,"n_runs":1,"submission_ids":["CoRA_ETTm2_sl336_pl192_seed2021_1780936396"],"rank":20},{"model":"GTR","mse":0.229616,"mae":0.299218,"corr":0.669953,"wape":0.220134,"rse":0.387879,"n_runs":1,"submission_ids":["GTR_ETTm2_sl336_pl192_seed2021_1780936230"],"rank":21},{"model":"MixLinear","mse":0.229773,"mae":0.299012,"corr":0.669346,"wape":0.219982,"rse":0.388012,"n_runs":1,"submission_ids":["MixLinear_ETTm2_sl336_pl192_seed2021_1780410347"],"rank":22},{"model":"TimeCAP","mse":0.229812,"mae":0.29957,"corr":0.663679,"wape":0.220392,"rse":0.388045,"n_runs":1,"submission_ids":["TimeCAP_ETTm2_sl336_pl192_seed2021_1780936257"],"rank":23},{"model":"Linear","mse":0.230072,"mae":0.307245,"corr":0.673582,"wape":0.226039,"rse":0.388263,"n_runs":1,"submission_ids":["Linear_ETTm2_sl336_pl192_seed2021_1780409944"],"rank":24},{"model":"APN","mse":0.230164,"mae":0.299497,"corr":0.662962,"wape":0.220339,"rse":0.388341,"n_runs":1,"submission_ids":["APN_ETTm2_sl336_pl192_seed2021_1780936243"],"rank":25},{"model":"FeTS","mse":0.230375,"mae":0.300214,"corr":0.662761,"wape":0.220866,"rse":0.388519,"n_runs":1,"submission_ids":["FeTS_ETTm2_sl336_pl192_seed2021_1780936271"],"rank":26},{"model":"TiRex","mse":0.230472,"mae":0.29928,"corr":0.670729,"wape":0.220179,"rse":0.388601,"n_runs":1,"submission_ids":["TiRex_ETTm2_sl336_pl192_seed2021_1780936394"],"rank":27},{"model":"AMRC","mse":0.230528,"mae":0.299409,"corr":0.670956,"wape":0.220274,"rse":0.388649,"n_runs":1,"submission_ids":["AMRC_ETTm2_sl336_pl192_seed2021_1780936391"],"rank":28},{"model":"SEMPO","mse":0.230761,"mae":0.299588,"corr":0.670319,"wape":0.220406,"rse":0.388845,"n_runs":1,"submission_ids":["SEMPO_ETTm2_sl336_pl192_seed2021_1780936360"],"rank":29},{"model":"MAFS","mse":0.230784,"mae":0.29963,"corr":0.670194,"wape":0.220436,"rse":0.388864,"n_runs":1,"submission_ids":["MAFS_ETTm2_sl336_pl192_seed2021_1780936402"],"rank":30},{"model":"SparseTSF","mse":0.230845,"mae":0.300373,"corr":0.667522,"wape":0.220983,"rse":0.388915,"n_runs":1,"submission_ids":["SparseTSF_ETTm2_sl336_pl192_seed2021_1780411377"],"rank":31},{"model":"HN_MVTS","mse":0.230968,"mae":0.299521,"corr":0.671156,"wape":0.220356,"rse":0.389019,"n_runs":1,"submission_ids":["HN_MVTS_ETTm2_sl336_pl192_seed2021_1780936319"],"rank":32},{"model":"DynamicTMoE","mse":0.23101,"mae":0.299385,"corr":0.669796,"wape":0.220256,"rse":0.389055,"n_runs":1,"submission_ids":["DynamicTMoE_ETTm2_sl336_pl192_seed2021_1780936397"],"rank":33},{"model":"TimeMosaic","mse":0.231073,"mae":0.299681,"corr":0.669982,"wape":0.220474,"rse":0.389108,"n_runs":1,"submission_ids":["TimeMosaic_ETTm2_sl336_pl192_seed2021_1780942201"],"rank":34},{"model":"TimeO1","mse":0.231075,"mae":0.300436,"corr":0.667123,"wape":0.221029,"rse":0.389109,"n_runs":1,"submission_ids":["TimeO1_ETTm2_sl336_pl192_seed2021_1780936289"],"rank":35},{"model":"MMPD","mse":0.231088,"mae":0.299832,"corr":0.6698,"wape":0.220585,"rse":0.38912,"n_runs":1,"submission_ids":["MMPD_ETTm2_sl336_pl192_seed2021_1780936237"],"rank":36},{"model":"COSA","mse":0.231185,"mae":0.30053,"corr":0.66731,"wape":0.221098,"rse":0.389202,"n_runs":1,"submission_ids":["COSA_ETTm2_sl336_pl192_seed2021_1780936298"],"rank":37},{"model":"LatentTSF","mse":0.231325,"mae":0.302463,"corr":0.660996,"wape":0.222521,"rse":0.389319,"n_runs":1,"submission_ids":["LatentTSF_ETTm2_sl336_pl192_seed2021_1780936395"],"rank":38},{"model":"TimeXer","mse":0.23139,"mae":0.296889,"corr":0.671953,"wape":0.218419,"rse":0.389374,"n_runs":1,"submission_ids":["TimeXer_ETTm2_sl336_pl192_seed2021_1780411839"],"rank":39},{"model":"HMformer","mse":0.231734,"mae":0.299749,"corr":0.667397,"wape":0.220524,"rse":0.389664,"n_runs":1,"submission_ids":["HMformer_ETTm2_sl336_pl192_seed2021_1780936392"],"rank":40},{"model":"FTP","mse":0.231783,"mae":0.30038,"corr":0.668528,"wape":0.220988,"rse":0.389705,"n_runs":1,"submission_ids":["FTP_ETTm2_sl336_pl192_seed2021_1780936260"],"rank":41},{"model":"DSFormer","mse":0.232071,"mae":0.304718,"corr":0.665832,"wape":0.22418,"rse":0.389947,"n_runs":1,"submission_ids":["DSFormer_ETTm2_sl336_pl192_seed2021_1780421710"],"rank":42},{"model":"PAttn","mse":0.2322,"mae":0.301447,"corr":0.670196,"wape":0.221773,"rse":0.390055,"n_runs":1,"submission_ids":["PAttn_ETTm2_sl336_pl192_seed2021_1780419317"],"rank":43},{"model":"Kronos","mse":0.232285,"mae":0.301013,"corr":0.664413,"wape":0.221454,"rse":0.390126,"n_runs":1,"submission_ids":["Kronos_ETTm2_sl336_pl192_seed2021_1780942205"],"rank":44},{"model":"OccamVTS","mse":0.232742,"mae":0.300259,"corr":0.668774,"wape":0.220899,"rse":0.39051,"n_runs":1,"submission_ids":["OccamVTS_ETTm2_sl336_pl192_seed2021_1780936307"],"rank":45},{"model":"Sonnet","mse":0.232858,"mae":0.301547,"corr":0.663328,"wape":0.221847,"rse":0.390607,"n_runs":1,"submission_ids":["Sonnet_ETTm2_sl336_pl192_seed2021_1780936245"],"rank":46},{"model":"PULSE","mse":0.23346,"mae":0.302301,"corr":0.658532,"wape":0.222402,"rse":0.391112,"n_runs":1,"submission_ids":["PULSE_ETTm2_sl336_pl192_seed2021_1780936399"],"rank":47},{"model":"PaiFilter","mse":0.233471,"mae":0.306309,"corr":0.658402,"wape":0.22535,"rse":0.391121,"n_runs":1,"submission_ids":["PaiFilter_ETTm2_sl336_pl192_seed2021_1780419559"],"rank":48},{"model":"Koopa","mse":0.233624,"mae":0.3021,"corr":0.664399,"wape":0.222253,"rse":0.391249,"n_runs":1,"submission_ids":["Koopa_ETTm2_sl336_pl192_seed2021_1780421409"],"rank":49},{"model":"TSRAG","mse":0.233996,"mae":0.304677,"corr":0.655163,"wape":0.22415,"rse":0.391561,"n_runs":1,"submission_ids":["TSRAG_ETTm2_sl336_pl192_seed2021_1780942199"],"rank":50},{"model":"PMDformer","mse":0.234328,"mae":0.305195,"corr":0.65485,"wape":0.224531,"rse":0.391838,"n_runs":1,"submission_ids":["PMDformer_ETTm2_sl336_pl192_seed2021_1780936237"],"rank":51},{"model":"SOFTS","mse":0.234432,"mae":0.309618,"corr":0.658359,"wape":0.227785,"rse":0.391926,"n_runs":1,"submission_ids":["SOFTS_ETTm2_sl336_pl192_seed2021_1780419874"],"rank":52},{"model":"SegRNN","mse":0.234775,"mae":0.306319,"corr":0.666441,"wape":0.225358,"rse":0.392212,"n_runs":1,"submission_ids":["SegRNN_ETTm2_sl336_pl192_seed2021_1780419823"],"rank":53},{"model":"OLinear","mse":0.234809,"mae":0.305703,"corr":0.653914,"wape":0.224904,"rse":0.392241,"n_runs":1,"submission_ids":["OLinear_ETTm2_sl336_pl192_seed2021_1780936400"],"rank":54},{"model":"PhaseFormer","mse":0.234852,"mae":0.305749,"corr":0.653316,"wape":0.224939,"rse":0.392276,"n_runs":1,"submission_ids":["PhaseFormer_ETTm2_sl336_pl192_seed2021_1780936253"],"rank":55},{"model":"TimeEmb","mse":0.235534,"mae":0.302799,"corr":0.660041,"wape":0.222768,"rse":0.392846,"n_runs":1,"submission_ids":["TimeEmb_ETTm2_sl336_pl192_seed2021_1780420034"],"rank":56},{"model":"DUET","mse":0.235632,"mae":0.303358,"corr":0.659935,"wape":0.223179,"rse":0.392927,"n_runs":1,"submission_ids":["DUET_ETTm2_sl336_pl192_seed2021_1780419157"],"rank":57},{"model":"TimeBridge","mse":0.236275,"mae":0.306772,"corr":0.653791,"wape":0.225691,"rse":0.393463,"n_runs":1,"submission_ids":["TimeBridge_ETTm2_sl336_pl192_seed2021_1780421581"],"rank":58},{"model":"Sumba","mse":0.236454,"mae":0.305951,"corr":0.663848,"wape":0.225087,"rse":0.393612,"n_runs":1,"submission_ids":["Sumba_ETTm2_sl336_pl192_seed2021_1780420913"],"rank":59},{"model":"MultiPatchFormer","mse":0.237146,"mae":0.305391,"corr":0.653787,"wape":0.224675,"rse":0.394188,"n_runs":1,"submission_ids":["MultiPatchFormer_ETTm2_sl336_pl192_seed2021_1781154101"],"rank":60},{"model":"SRSNet","mse":0.23726,"mae":0.309474,"corr":0.66039,"wape":0.227678,"rse":0.394283,"n_runs":1,"submission_ids":["SRSNet_ETTm2_sl336_pl192_seed2021_1780420995"],"rank":61},{"model":"PHAT","mse":0.237264,"mae":0.301901,"corr":0.655026,"wape":0.222107,"rse":0.394285,"n_runs":1,"submission_ids":["PHAT_ETTm2_sl336_pl192_seed2021_1780419419"],"rank":62},{"model":"xPatch","mse":0.237386,"mae":0.303638,"corr":0.660349,"wape":0.223385,"rse":0.394387,"n_runs":1,"submission_ids":["xPatch_ETTm2_sl336_pl192_seed2021_1780413101"],"rank":63},{"model":"Amplifier","mse":0.238149,"mae":0.30511,"corr":0.661924,"wape":0.224468,"rse":0.395021,"n_runs":1,"submission_ids":["Amplifier_ETTm2_sl336_pl192_seed2021_1780407239"],"rank":64},{"model":"CrossLinear","mse":0.238353,"mae":0.302095,"corr":0.661001,"wape":0.22225,"rse":0.395189,"n_runs":1,"submission_ids":["CrossLinear_ETTm2_sl336_pl192_seed2021_1780408381"],"rank":65},{"model":"Pathformer","mse":0.23839,"mae":0.303923,"corr":0.662399,"wape":0.223595,"rse":0.39522,"n_runs":1,"submission_ids":["Pathformer_ETTm2_sl336_pl192_seed2021_1781155185"],"rank":66},{"model":"NHiTS","mse":0.238982,"mae":0.304469,"corr":0.659302,"wape":0.223997,"rse":0.395711,"n_runs":1,"submission_ids":["NHiTS_ETTm2_sl336_pl192_seed2021_1780420310"],"rank":67},{"model":"TexFilter","mse":0.239803,"mae":0.309444,"corr":0.656786,"wape":0.227656,"rse":0.39639,"n_runs":1,"submission_ids":["TexFilter_ETTm2_sl336_pl192_seed2021_1780411615"],"rank":68},{"model":"TimeBase","mse":0.23998,"mae":0.307622,"corr":0.654721,"wape":0.226316,"rse":0.396536,"n_runs":1,"submission_ids":["TimeBase_ETTm2_sl336_pl192_seed2021_1780420080"],"rank":69},{"model":"DTAF","mse":0.241138,"mae":0.30493,"corr":0.654713,"wape":0.224336,"rse":0.397492,"n_runs":1,"submission_ids":["DTAF_ETTm2_sl336_pl192_seed2021_1780419077"],"rank":70},{"model":"CATS","mse":0.243149,"mae":0.31033,"corr":0.648325,"wape":0.228308,"rse":0.399146,"n_runs":1,"submission_ids":["CATS_ETTm2_sl336_pl192_seed2021_1780408010"],"rank":71},{"model":"TimePerceiver","mse":0.243646,"mae":0.310283,"corr":0.644196,"wape":0.228274,"rse":0.399553,"n_runs":1,"submission_ids":["TimePerceiver_ETTm2_sl336_pl192_seed2021_1780411839"],"rank":72},{"model":"GOTSF","mse":0.244605,"mae":0.316664,"corr":0.634136,"wape":0.232968,"rse":0.400339,"n_runs":1,"submission_ids":["GOTSF_ETTm2_sl336_pl192_seed2021_1780936274"],"rank":73},{"model":"InterPDN","mse":0.245102,"mae":0.317163,"corr":0.633912,"wape":0.233336,"rse":0.400745,"n_runs":1,"submission_ids":["InterPDN_ETTm2_sl336_pl192_seed2021_1780936281"],"rank":74},{"model":"SymTime","mse":0.245225,"mae":0.317333,"corr":0.633435,"wape":0.233461,"rse":0.400846,"n_runs":1,"submission_ids":["SymTime_ETTm2_sl336_pl192_seed2021_1780936272"],"rank":75},{"model":"S_Mamba","mse":0.247251,"mae":0.315094,"corr":0.646506,"wape":0.231813,"rse":0.402498,"n_runs":1,"submission_ids":["S_Mamba_ETTm2_sl336_pl192_seed2021_1780421095"],"rank":76},{"model":"DistDF","mse":0.247995,"mae":0.319928,"corr":0.633157,"wape":0.23537,"rse":0.403103,"n_runs":1,"submission_ids":["DistDF_ETTm2_sl336_pl192_seed2021_1780936246"],"rank":77},{"model":"PWS","mse":0.248024,"mae":0.313619,"corr":0.642544,"wape":0.230728,"rse":0.403128,"n_runs":1,"submission_ids":["PWS_ETTm2_sl336_pl192_seed2021_1780419506"],"rank":78},{"model":"S4","mse":0.248379,"mae":0.314967,"corr":0.655231,"wape":0.23172,"rse":0.403416,"n_runs":1,"submission_ids":["S4_ETTm2_sl336_pl192_seed2021_1780420702"],"rank":79},{"model":"WPMixer","mse":0.249252,"mae":0.306865,"corr":0.656308,"wape":0.225759,"rse":0.404124,"n_runs":1,"submission_ids":["WPMixer_ETTm2_sl336_pl192_seed2021_1780412355"],"rank":80},{"model":"MICN","mse":0.249827,"mae":0.331602,"corr":0.674893,"wape":0.243958,"rse":0.40459,"n_runs":1,"submission_ids":["MICN_ETTm2_sl336_pl192_seed2021_1780414903"],"rank":81},{"model":"UMixer","mse":0.249975,"mae":0.30629,"corr":0.66024,"wape":0.225336,"rse":0.404709,"n_runs":1,"submission_ids":["UMixer_ETTm2_sl336_pl192_seed2021_1780412222"],"rank":82},{"model":"SCINet","mse":0.250431,"mae":0.308996,"corr":0.659176,"wape":0.227327,"rse":0.405078,"n_runs":1,"submission_ids":["SCINet_ETTm2_sl336_pl192_seed2021_1780420818"],"rank":83},{"model":"LightTS","mse":0.254196,"mae":0.324059,"corr":0.656372,"wape":0.238409,"rse":0.408112,"n_runs":1,"submission_ids":["LightTS_ETTm2_sl336_pl192_seed2021_1780414852"],"rank":84},{"model":"CARD","mse":0.259539,"mae":0.31179,"corr":0.660415,"wape":0.229383,"rse":0.412379,"n_runs":1,"submission_ids":["CARD_ETTm2_sl336_pl192_seed2021_1780426069"],"rank":85},{"model":"HDMixer","mse":0.261977,"mae":0.317474,"corr":0.642301,"wape":0.233564,"rse":0.414311,"n_runs":1,"submission_ids":["HDMixer_ETTm2_sl336_pl192_seed2021_1780414712"],"rank":86},{"model":"TimeAlign","mse":0.262893,"mae":0.327394,"corr":0.608251,"wape":0.240862,"rse":0.415034,"n_runs":1,"submission_ids":["TimeAlign_ETTm2_sl336_pl192_seed2021_1780936225"],"rank":87},{"model":"iTransformer","mse":0.271184,"mae":0.334231,"corr":0.602724,"wape":0.245892,"rse":0.421529,"n_runs":1,"submission_ids":["iTransformer_ETTm2_sl336_pl192_seed2021_1780412970"],"rank":88},{"model":"NBeats","mse":0.271998,"mae":0.3248,"corr":0.627748,"wape":0.238954,"rse":0.422161,"n_runs":1,"submission_ids":["NBeats_ETTm2_sl336_pl192_seed2021_1780420214"],"rank":89},{"model":"PatchTST","mse":0.278608,"mae":0.342537,"corr":0.588599,"wape":0.252003,"rse":0.42726,"n_runs":1,"submission_ids":["PatchTST_ETTm2_sl336_pl192_seed2021_1780421488"],"rank":90},{"model":"MTSMixer","mse":0.286733,"mae":0.347987,"corr":0.569338,"wape":0.256013,"rse":0.433445,"n_runs":1,"submission_ids":["MTSMixer_ETTm2_sl336_pl192_seed2021_1780419215"],"rank":91},{"model":"ETSformer","mse":0.289208,"mae":0.354275,"corr":0.599823,"wape":0.260639,"rse":0.435312,"n_runs":1,"submission_ids":["ETSformer_ETTm2_sl336_pl192_seed2021_1780934773"],"rank":92},{"model":"MambaSimple","mse":0.295103,"mae":0.351296,"corr":0.549606,"wape":0.258447,"rse":0.439726,"n_runs":1,"submission_ids":["MambaSimple_ETTm2_sl336_pl192_seed2021_1780421365"],"rank":93},{"model":"MSGNet","mse":0.304199,"mae":0.360264,"corr":0.524361,"wape":0.265045,"rse":0.446451,"n_runs":1,"submission_ids":["MSGNet_ETTm2_sl336_pl192_seed2021_1780415216"],"rank":94},{"model":"FreTS","mse":0.30445,"mae":0.367243,"corr":0.58566,"wape":0.27018,"rse":0.446635,"n_runs":1,"submission_ids":["FreTS_ETTm2_sl336_pl192_seed2021_1780413729"],"rank":95},{"model":"BiMamba","mse":0.304995,"mae":0.361928,"corr":0.521134,"wape":0.266269,"rse":0.447035,"n_runs":1,"submission_ids":["BiMamba_ETTm2_sl336_pl192_seed2021_1780426109"],"rank":96},{"model":"TimesNet","mse":0.306618,"mae":0.36424,"corr":0.521012,"wape":0.267969,"rse":0.448223,"n_runs":1,"submission_ids":["TimesNet_ETTm2_sl336_pl192_seed2021_1780644466"],"rank":97},{"model":"WaveNet","mse":0.32442,"mae":0.371607,"corr":0.544596,"wape":0.27339,"rse":0.461051,"n_runs":1,"submission_ids":["WaveNet_ETTm2_sl336_pl192_seed2021_1780412470"],"rank":98},{"model":"Crossformer","mse":0.327495,"mae":0.413896,"corr":0.572662,"wape":0.304501,"rse":0.463231,"n_runs":1,"submission_ids":["Crossformer_ETTm2_sl336_pl192_seed2021_1780526621"],"rank":99},{"model":"TSMixer","mse":0.388194,"mae":0.471218,"corr":0.536458,"wape":0.346673,"rse":0.504336,"n_runs":1,"submission_ids":["TSMixer_ETTm2_sl336_pl192_seed2021_1780411614"],"rank":100},{"model":"DeepAR","mse":0.499878,"mae":0.501585,"corr":0.463297,"wape":0.369014,"rse":0.572304,"n_runs":1,"submission_ids":["DeepAR_ETTm2_sl336_pl192_seed2021_1780421782"],"rank":101},{"model":"NSTransformer","mse":0.638033,"mae":0.540643,"corr":0.45221,"wape":0.397748,"rse":0.646572,"n_runs":1,"submission_ids":["NSTransformer_ETTm2_sl336_pl192_seed2021_1780422344"],"rank":102},{"model":"Pyraformer","mse":1.251724,"mae":0.88943,"corr":0.178247,"wape":0.65435,"rse":0.905627,"n_runs":1,"submission_ids":["Pyraformer_ETTm2_sl336_pl192_seed2021_1780422939"],"rank":103},{"model":"Transformer","mse":3.08443,"mae":1.338131,"corr":-0.023101,"wape":0.984457,"rse":1.421617,"n_runs":1,"submission_ids":["Transformer_ETTm2_sl336_pl192_seed2021_1780420363"],"rank":104},{"model":"Informer","mse":3.109998,"mae":1.357754,"corr":0.013502,"wape":0.998893,"rse":1.427496,"n_runs":1,"submission_ids":["Informer_ETTm2_sl336_pl192_seed2021_1780420504"],"rank":105},{"model":"Reformer","mse":3.141432,"mae":1.377244,"corr":0.07632,"wape":1.013231,"rse":1.434693,"n_runs":1,"submission_ids":["Reformer_ETTm2_sl336_pl192_seed2021_1780423984"],"rank":106},{"model":"FEDformer","mse":10.480743,"mae":2.691739,"corr":0.045517,"wape":1.980303,"rse":2.620543,"n_runs":1,"submission_ids":["FEDformer_ETTm2_sl336_pl192_seed2021_1780420550"],"rank":107},{"model":"Autoformer","mse":20.849047,"mae":3.420794,"corr":0.157002,"wape":2.516662,"rse":3.696052,"n_runs":1,"submission_ids":["Autoformer_ETTm2_sl336_pl192_seed2021_1780426013"],"rank":108}]}},"electricity":{"horizons":{"192":[{"model":"MoFo","mse":0.150457,"mae":0.2451,"corr":0.904231,"wape":0.295316,"rse":0.38567,"n_runs":1,"submission_ids":["MoFo_electricity_sl336_pl192_seed2021_1780517870"],"rank":1},{"model":"CMoS","mse":0.150842,"mae":0.243711,"corr":0.903688,"wape":0.293643,"rse":0.386163,"n_runs":1,"submission_ids":["CMoS_electricity_sl336_pl192_seed2021_1780511390"],"rank":2},{"model":"xPatch","mse":0.152151,"mae":0.247435,"corr":0.902499,"wape":0.298129,"rse":0.387837,"n_runs":1,"submission_ids":["xPatch_electricity_sl336_pl192_seed2021_1780509473"],"rank":3},{"model":"WPMixer","mse":0.15223,"mae":0.246163,"corr":0.901715,"wape":0.296596,"rse":0.387938,"n_runs":1,"submission_ids":["WPMixer_electricity_sl336_pl192_seed2021_1780507662"],"rank":4},{"model":"Crossformer","mse":0.152262,"mae":0.247547,"corr":0.902663,"wape":0.298263,"rse":0.387977,"n_runs":1,"submission_ids":["Crossformer_electricity_sl336_pl192_seed2021_1780512645"],"rank":5},{"model":"Fredformer","mse":0.152388,"mae":0.248349,"corr":0.90278,"wape":0.29923,"rse":0.388138,"n_runs":1,"submission_ids":["Fredformer_electricity_sl336_pl192_seed2021_1781144800"],"rank":6},{"model":"PAttn","mse":0.152972,"mae":0.246568,"corr":0.902842,"wape":0.297085,"rse":0.388881,"n_runs":1,"submission_ids":["PAttn_electricity_sl336_pl192_seed2021_1780433203"],"rank":7},{"model":"CARD","mse":0.153817,"mae":0.250387,"corr":0.902568,"wape":0.301686,"rse":0.389953,"n_runs":1,"submission_ids":["CARD_electricity_sl336_pl192_seed2021_1780913362"],"rank":8},{"model":"Amplifier","mse":0.153819,"mae":0.247964,"corr":0.901947,"wape":0.298766,"rse":0.389956,"n_runs":1,"submission_ids":["Amplifier_electricity_sl336_pl192_seed2021_1780517648"],"rank":9},{"model":"TimeFilter","mse":0.154313,"mae":0.248776,"corr":0.902033,"wape":0.299744,"rse":0.390581,"n_runs":1,"submission_ids":["TimeFilter_electricity_sl336_pl192_seed2021_1781155182"],"rank":10},{"model":"PaiFilter","mse":0.154487,"mae":0.250428,"corr":0.900604,"wape":0.301738,"rse":0.390801,"n_runs":1,"submission_ids":["PaiFilter_electricity_sl336_pl192_seed2021_1780511786"],"rank":11},{"model":"S_Mamba","mse":0.155211,"mae":0.251454,"corr":0.901088,"wape":0.302972,"rse":0.391715,"n_runs":1,"submission_ids":["S_Mamba_electricity_sl336_pl192_seed2021_1780517588"],"rank":12},{"model":"UMixer","mse":0.155219,"mae":0.257886,"corr":0.902451,"wape":0.310723,"rse":0.391726,"n_runs":1,"submission_ids":["UMixer_electricity_sl336_pl192_seed2021_1780430817"],"rank":13},{"model":"TimeKAN","mse":0.155315,"mae":0.249512,"corr":0.901521,"wape":0.300631,"rse":0.391847,"n_runs":1,"submission_ids":["TimeKAN_electricity_sl336_pl192_seed2021_1780430314"],"rank":14},{"model":"NBeats","mse":0.155493,"mae":0.254877,"corr":0.899924,"wape":0.307097,"rse":0.392071,"n_runs":1,"submission_ids":["NBeats_electricity_sl336_pl192_seed2021_1780510601"],"rank":15},{"model":"TexFilter","mse":0.155704,"mae":0.252522,"corr":0.900114,"wape":0.304258,"rse":0.392338,"n_runs":1,"submission_ids":["TexFilter_electricity_sl336_pl192_seed2021_1780507977"],"rank":16},{"model":"Linear","mse":0.155934,"mae":0.254782,"corr":0.900513,"wape":0.306983,"rse":0.392628,"n_runs":1,"submission_ids":["Linear_electricity_sl336_pl192_seed2021_1780428422"],"rank":17},{"model":"TiDE","mse":0.155964,"mae":0.250494,"corr":0.901145,"wape":0.301814,"rse":0.392664,"n_runs":1,"submission_ids":["TiDE_electricity_sl336_pl192_seed2021_1780626420"],"rank":18},{"model":"DLinear","mse":0.156021,"mae":0.254509,"corr":0.90048,"wape":0.306653,"rse":0.392737,"n_runs":1,"submission_ids":["DLinear_electricity_sl336_pl192_seed2021_1780428328"],"rank":19},{"model":"PWS","mse":0.156291,"mae":0.247814,"corr":0.901104,"wape":0.298585,"rse":0.393076,"n_runs":1,"submission_ids":["PWS_electricity_sl336_pl192_seed2021_1780510950"],"rank":20},{"model":"RLinear","mse":0.156362,"mae":0.251486,"corr":0.900902,"wape":0.303009,"rse":0.393167,"n_runs":1,"submission_ids":["RLinear_electricity_sl336_pl192_seed2021_1780428477"],"rank":21},{"model":"CycleNet","mse":0.156431,"mae":0.251532,"corr":0.900929,"wape":0.303065,"rse":0.393252,"n_runs":1,"submission_ids":["CycleNet_electricity_sl336_pl192_seed2021_1780428704"],"rank":22},{"model":"SVTime","mse":0.15651,"mae":0.251238,"corr":0.900889,"wape":0.302711,"rse":0.393353,"n_runs":1,"submission_ids":["SVTime_electricity_sl336_pl192_seed2021_1780517506"],"rank":23},{"model":"DSFormer","mse":0.156552,"mae":0.253279,"corr":0.900325,"wape":0.30517,"rse":0.393405,"n_runs":1,"submission_ids":["DSFormer_electricity_sl336_pl192_seed2021_1780547856"],"rank":24},{"model":"MultiPatchFormer","mse":0.156629,"mae":0.253345,"corr":0.900335,"wape":0.305249,"rse":0.393501,"n_runs":1,"submission_ids":["MultiPatchFormer_electricity_sl336_pl192_seed2021_1781154564"],"rank":25},{"model":"SOFTS","mse":0.156966,"mae":0.252874,"corr":0.900465,"wape":0.304682,"rse":0.393924,"n_runs":1,"submission_ids":["SOFTS_electricity_sl336_pl192_seed2021_1780517311"],"rank":26},{"model":"NLinear","mse":0.157029,"mae":0.252648,"corr":0.900408,"wape":0.304409,"rse":0.394004,"n_runs":1,"submission_ids":["NLinear_electricity_sl336_pl192_seed2021_1780428420"],"rank":27},{"model":"TimeEmb","mse":0.157408,"mae":0.252975,"corr":0.899694,"wape":0.304804,"rse":0.394479,"n_runs":1,"submission_ids":["TimeEmb_electricity_sl336_pl192_seed2021_1780430248"],"rank":28},{"model":"DTAF","mse":0.158386,"mae":0.254866,"corr":0.90032,"wape":0.307083,"rse":0.395702,"n_runs":1,"submission_ids":["DTAF_electricity_sl336_pl192_seed2021_1780913367"],"rank":29},{"model":"SparseTSF","mse":0.158531,"mae":0.251759,"corr":0.89963,"wape":0.303339,"rse":0.395884,"n_runs":1,"submission_ids":["SparseTSF_electricity_sl336_pl192_seed2021_1780430723"],"rank":30},{"model":"Pathformer","mse":0.158778,"mae":0.256001,"corr":0.899506,"wape":0.30845,"rse":0.396192,"n_runs":1,"submission_ids":["Pathformer_electricity_sl336_pl192_seed2021_1781156359"],"rank":31},{"model":"TimeXer","mse":0.15891,"mae":0.258957,"corr":0.900126,"wape":0.312014,"rse":0.396356,"n_runs":1,"submission_ids":["TimeXer_electricity_sl336_pl192_seed2021_1780508130"],"rank":32},{"model":"NHiTS","mse":0.159023,"mae":0.255433,"corr":0.898966,"wape":0.307764,"rse":0.396498,"n_runs":1,"submission_ids":["NHiTS_electricity_sl336_pl192_seed2021_1780511607"],"rank":33},{"model":"TimeO1","mse":0.159774,"mae":0.258633,"corr":0.897648,"wape":0.311621,"rse":0.397432,"n_runs":1,"submission_ids":["TimeO1_electricity_sl336_pl192_seed2021_1780939299"],"rank":34},{"model":"FreTS","mse":0.160308,"mae":0.262936,"corr":0.896612,"wape":0.316805,"rse":0.398095,"n_runs":1,"submission_ids":["FreTS_electricity_sl336_pl192_seed2021_1780945412"],"rank":35},{"model":"SEMPO","mse":0.160718,"mae":0.259161,"corr":0.897097,"wape":0.312258,"rse":0.398605,"n_runs":1,"submission_ids":["SEMPO_electricity_sl336_pl192_seed2021_1781144907"],"rank":36},{"model":"HMformer","mse":0.160783,"mae":0.259025,"corr":0.897154,"wape":0.312094,"rse":0.398686,"n_runs":1,"submission_ids":["HMformer_electricity_sl336_pl192_seed2021_1780942457"],"rank":37},{"model":"MAFS","mse":0.160962,"mae":0.259014,"corr":0.897109,"wape":0.31208,"rse":0.398906,"n_runs":1,"submission_ids":["MAFS_electricity_sl336_pl192_seed2021_1780943112"],"rank":38},{"model":"CoRA","mse":0.161322,"mae":0.260207,"corr":0.896702,"wape":0.313517,"rse":0.399354,"n_runs":1,"submission_ids":["CoRA_electricity_sl336_pl192_seed2021_1780942462"],"rank":39},{"model":"DUET","mse":0.161344,"mae":0.265665,"corr":0.899624,"wape":0.320094,"rse":0.399379,"n_runs":1,"submission_ids":["DUET_electricity_sl336_pl192_seed2021_1780563671"],"rank":40},{"model":"TimeBase","mse":0.161975,"mae":0.252982,"corr":0.897334,"wape":0.304812,"rse":0.400161,"n_runs":1,"submission_ids":["TimeBase_electricity_sl336_pl192_seed2021_1780430216"],"rank":41},{"model":"CrossGNN","mse":0.16205,"mae":0.261685,"corr":0.896004,"wape":0.315297,"rse":0.400254,"n_runs":1,"submission_ids":["CrossGNN_electricity_sl336_pl192_seed2021_1780512279"],"rank":42},{"model":"TiRex","mse":0.162073,"mae":0.260601,"corr":0.896785,"wape":0.313992,"rse":0.400283,"n_runs":1,"submission_ids":["TiRex_electricity_sl336_pl192_seed2021_1780942458"],"rank":43},{"model":"COSA","mse":0.162349,"mae":0.259062,"corr":0.897217,"wape":0.31214,"rse":0.400622,"n_runs":1,"submission_ids":["COSA_electricity_sl336_pl192_seed2021_1780939225"],"rank":44},{"model":"ModernTCN","mse":0.162933,"mae":0.265879,"corr":0.899461,"wape":0.320354,"rse":0.401342,"n_runs":1,"submission_ids":["ModernTCN_electricity_sl336_pl192_seed2021_1780542863"],"rank":45},{"model":"TSRAG","mse":0.163542,"mae":0.260087,"corr":0.89617,"wape":0.313374,"rse":0.402092,"n_runs":1,"submission_ids":["TSRAG_electricity_sl336_pl192_seed2021_1780943113"],"rank":46},{"model":"Aurora","mse":0.163767,"mae":0.26024,"corr":0.896325,"wape":0.313557,"rse":0.402368,"n_runs":1,"submission_ids":["Aurora_electricity_sl336_pl192_seed2021_1780939218"],"rank":47},{"model":"OccamVTS","mse":0.163964,"mae":0.260476,"corr":0.895713,"wape":0.313842,"rse":0.402611,"n_runs":1,"submission_ids":["OccamVTS_electricity_sl336_pl192_seed2021_1780939248"],"rank":48},{"model":"HN_MVTS","mse":0.163986,"mae":0.260945,"corr":0.895617,"wape":0.314407,"rse":0.402637,"n_runs":1,"submission_ids":["HN_MVTS_electricity_sl336_pl192_seed2021_1781144907"],"rank":49},{"model":"PMDformer","mse":0.164345,"mae":0.260913,"corr":0.89582,"wape":0.314369,"rse":0.403077,"n_runs":1,"submission_ids":["PMDformer_electricity_sl336_pl192_seed2021_1780939223"],"rank":50},{"model":"DynamicTMoE","mse":0.164751,"mae":0.261444,"corr":0.895292,"wape":0.315008,"rse":0.403575,"n_runs":1,"submission_ids":["DynamicTMoE_electricity_sl336_pl192_seed2021_1780942462"],"rank":51},{"model":"AMRC","mse":0.164936,"mae":0.261831,"corr":0.895264,"wape":0.315475,"rse":0.403802,"n_runs":1,"submission_ids":["AMRC_electricity_sl336_pl192_seed2021_1780942455"],"rank":52},{"model":"TimeCAP","mse":0.165423,"mae":0.261769,"corr":0.895018,"wape":0.315401,"rse":0.404398,"n_runs":1,"submission_ids":["TimeCAP_electricity_sl336_pl192_seed2021_1780939264"],"rank":53},{"model":"TimeMosaic","mse":0.165706,"mae":0.26238,"corr":0.89514,"wape":0.316136,"rse":0.404743,"n_runs":1,"submission_ids":["TimeMosaic_electricity_sl336_pl192_seed2021_1780943116"],"rank":54},{"model":"MMPD","mse":0.165753,"mae":0.262611,"corr":0.894879,"wape":0.316414,"rse":0.4048,"n_runs":1,"submission_ids":["MMPD_electricity_sl336_pl192_seed2021_1780939225"],"rank":55},{"model":"Sonnet","mse":0.165902,"mae":0.262623,"corr":0.894604,"wape":0.316428,"rse":0.404982,"n_runs":1,"submission_ids":["Sonnet_electricity_sl336_pl192_seed2021_1780939236"],"rank":56},{"model":"LatentTSF","mse":0.165911,"mae":0.263499,"corr":0.894869,"wape":0.317483,"rse":0.404993,"n_runs":1,"submission_ids":["LatentTSF_electricity_sl336_pl192_seed2021_1780942461"],"rank":57},{"model":"Kronos","mse":0.166014,"mae":0.262877,"corr":0.894895,"wape":0.316735,"rse":0.405118,"n_runs":1,"submission_ids":["Kronos_electricity_sl336_pl192_seed2021_1780943116"],"rank":58},{"model":"TSMixer","mse":0.166217,"mae":0.275414,"corr":0.895758,"wape":0.331841,"rse":0.405367,"n_runs":1,"submission_ids":["TSMixer_electricity_sl336_pl192_seed2021_1780430759"],"rank":59},{"model":"APN","mse":0.166243,"mae":0.263124,"corr":0.894394,"wape":0.317031,"rse":0.405399,"n_runs":1,"submission_ids":["APN_electricity_sl336_pl192_seed2021_1780939235"],"rank":60},{"model":"FTP","mse":0.16701,"mae":0.264435,"corr":0.893943,"wape":0.318611,"rse":0.406332,"n_runs":1,"submission_ids":["FTP_electricity_sl336_pl192_seed2021_1780939239"],"rank":61},{"model":"MixLinear","mse":0.167051,"mae":0.258941,"corr":0.893313,"wape":0.311991,"rse":0.406382,"n_runs":1,"submission_ids":["MixLinear_electricity_sl336_pl192_seed2021_1780428535"],"rank":62},{"model":"FeTS","mse":0.167208,"mae":0.265431,"corr":0.893814,"wape":0.319812,"rse":0.406573,"n_runs":1,"submission_ids":["FeTS_electricity_sl336_pl192_seed2021_1781144907"],"rank":63},{"model":"PatchMLP","mse":0.167244,"mae":0.264552,"corr":0.895456,"wape":0.318751,"rse":0.406618,"n_runs":1,"submission_ids":["PatchMLP_electricity_sl336_pl192_seed2021_1780429076"],"rank":64},{"model":"ImplicitForecaster","mse":0.167899,"mae":0.265571,"corr":0.894023,"wape":0.319981,"rse":0.407412,"n_runs":1,"submission_ids":["ImplicitForecaster_electricity_sl336_pl192_seed2021_1780942455"],"rank":65},{"model":"MICN","mse":0.168009,"mae":0.277195,"corr":0.893953,"wape":0.333986,"rse":0.407546,"n_runs":1,"submission_ids":["MICN_electricity_sl336_pl192_seed2021_1780518058"],"rank":66},{"model":"DistDF","mse":0.168463,"mae":0.268596,"corr":0.893369,"wape":0.323626,"rse":0.408096,"n_runs":1,"submission_ids":["DistDF_electricity_sl336_pl192_seed2021_1780939241"],"rank":67},{"model":"TimeAlign","mse":0.168901,"mae":0.269553,"corr":0.893361,"wape":0.324779,"rse":0.408626,"n_runs":1,"submission_ids":["TimeAlign_electricity_sl336_pl192_seed2021_1780939219"],"rank":68},{"model":"GTR","mse":0.170353,"mae":0.269307,"corr":0.891024,"wape":0.324482,"rse":0.410379,"n_runs":1,"submission_ids":["GTR_electricity_sl336_pl192_seed2021_1780939220"],"rank":69},{"model":"Koopa","mse":0.170709,"mae":0.271424,"corr":0.89059,"wape":0.327033,"rse":0.410808,"n_runs":1,"submission_ids":["Koopa_electricity_sl336_pl192_seed2021_1780513381"],"rank":70},{"model":"TimeMixer","mse":0.171409,"mae":0.273086,"corr":0.890762,"wape":0.329034,"rse":0.411649,"n_runs":1,"submission_ids":["TimeMixer_electricity_sl336_pl192_seed2021_1780509948"],"rank":71},{"model":"SRSNet","mse":0.17285,"mae":0.276138,"corr":0.895267,"wape":0.332715,"rse":0.413377,"n_runs":1,"submission_ids":["SRSNet_electricity_sl336_pl192_seed2021_1780519362"],"rank":72},{"model":"LightTS","mse":0.174108,"mae":0.285679,"corr":0.8943,"wape":0.34421,"rse":0.414877,"n_runs":1,"submission_ids":["LightTS_electricity_sl336_pl192_seed2021_1780378837"],"rank":73},{"model":"PatchTST","mse":0.174586,"mae":0.267822,"corr":0.890442,"wape":0.322691,"rse":0.415447,"n_runs":1,"submission_ids":["PatchTST_electricity_sl336_pl192_seed2021_1780933300"],"rank":74},{"model":"FiLM","mse":0.17564,"mae":0.279322,"corr":0.888629,"wape":0.336549,"rse":0.416698,"n_runs":1,"submission_ids":["FiLM_electricity_sl336_pl192_seed2021_1781144907"],"rank":75},{"model":"OLinear","mse":0.175876,"mae":0.274499,"corr":0.888684,"wape":0.330737,"rse":0.416978,"n_runs":1,"submission_ids":["OLinear_electricity_sl336_pl192_seed2021_1780943111"],"rank":76},{"model":"PhaseFormer","mse":0.176148,"mae":0.275302,"corr":0.887833,"wape":0.331708,"rse":0.4173,"n_runs":1,"submission_ids":["PhaseFormer_electricity_sl336_pl192_seed2021_1780939221"],"rank":77},{"model":"SCINet","mse":0.176529,"mae":0.275426,"corr":0.88993,"wape":0.331854,"rse":0.417752,"n_runs":1,"submission_ids":["SCINet_electricity_sl336_pl192_seed2021_1780518497"],"rank":78},{"model":"TimePerceiver","mse":0.176626,"mae":0.282048,"corr":0.887276,"wape":0.339831,"rse":0.417866,"n_runs":1,"submission_ids":["TimePerceiver_electricity_sl336_pl192_seed2021_1780507550"],"rank":79},{"model":"MTSMixer","mse":0.176842,"mae":0.281968,"corr":0.886056,"wape":0.339736,"rse":0.418122,"n_runs":1,"submission_ids":["MTSMixer_electricity_sl336_pl192_seed2021_1780512010"],"rank":80},{"model":"CATS","mse":0.17745,"mae":0.277048,"corr":0.886495,"wape":0.33381,"rse":0.418841,"n_runs":1,"submission_ids":["CATS_electricity_sl336_pl192_seed2021_1780510164"],"rank":81},{"model":"PULSE","mse":0.177778,"mae":0.275991,"corr":0.887454,"wape":0.332534,"rse":0.419227,"n_runs":1,"submission_ids":["PULSE_electricity_sl336_pl192_seed2021_1780942463"],"rank":82},{"model":"TimeBridge","mse":0.184508,"mae":0.281667,"corr":0.881562,"wape":0.339374,"rse":0.427088,"n_runs":1,"submission_ids":["TimeBridge_electricity_sl336_pl192_seed2021_1780507340"],"rank":83},{"model":"SegRNN","mse":0.186027,"mae":0.282309,"corr":0.879499,"wape":0.340148,"rse":0.428843,"n_runs":1,"submission_ids":["SegRNN_electricity_sl336_pl192_seed2021_1780513882"],"rank":84},{"model":"CrossLinear","mse":0.186148,"mae":0.287109,"corr":0.882808,"wape":0.345931,"rse":0.428982,"n_runs":1,"submission_ids":["CrossLinear_electricity_sl336_pl192_seed2021_1780429027"],"rank":85},{"model":"GOTSF","mse":0.190951,"mae":0.29787,"corr":0.875464,"wape":0.358898,"rse":0.434482,"n_runs":1,"submission_ids":["GOTSF_electricity_sl336_pl192_seed2021_1781144907"],"rank":86},{"model":"Sumba","mse":0.193587,"mae":0.297872,"corr":0.876987,"wape":0.358898,"rse":0.43747,"n_runs":1,"submission_ids":["Sumba_electricity_sl336_pl192_seed2021_1780549543"],"rank":87},{"model":"InterPDN","mse":0.193883,"mae":0.300633,"corr":0.87339,"wape":0.362227,"rse":0.437805,"n_runs":1,"submission_ids":["InterPDN_electricity_sl336_pl192_seed2021_1780939254"],"rank":88},{"model":"SymTime","mse":0.194305,"mae":0.30066,"corr":0.873424,"wape":0.36226,"rse":0.43828,"n_runs":1,"submission_ids":["SymTime_electricity_sl336_pl192_seed2021_1780939250"],"rank":89},{"model":"HDMixer","mse":0.19456,"mae":0.294406,"corr":0.880391,"wape":0.354722,"rse":0.438568,"n_runs":1,"submission_ids":["HDMixer_electricity_sl336_pl192_seed2021_1780524261"],"rank":90},{"model":"PHAT","mse":0.203782,"mae":0.303913,"corr":0.870208,"wape":0.366179,"rse":0.448842,"n_runs":1,"submission_ids":["PHAT_electricity_sl336_pl192_seed2021_1780434823"],"rank":91},{"model":"MambaSimple","mse":0.213981,"mae":0.314872,"corr":0.865524,"wape":0.379382,"rse":0.459935,"n_runs":1,"submission_ids":["MambaSimple_electricity_sl336_pl192_seed2021_1780513782"],"rank":92},{"model":"S4","mse":0.214345,"mae":0.31938,"corr":0.864992,"wape":0.384813,"rse":0.460327,"n_runs":1,"submission_ids":["S4_electricity_sl336_pl192_seed2021_1780514399"],"rank":93},{"model":"TimesNet","mse":0.246047,"mae":0.332128,"corr":0.835972,"wape":0.400174,"rse":0.493196,"n_runs":1,"submission_ids":["TimesNet_electricity_sl336_pl192_seed2021_1780882986"],"rank":94},{"model":"ETSformer","mse":0.268488,"mae":0.367022,"corr":0.837883,"wape":0.442217,"rse":0.515196,"n_runs":1,"submission_ids":["ETSformer_electricity_sl336_pl192_seed2021_1780943628"],"rank":95},{"model":"FITS","mse":0.285156,"mae":0.392563,"corr":0.810705,"wape":0.472992,"rse":0.530947,"n_runs":1,"submission_ids":["FITS_electricity_sl336_pl192_seed2021_1780428629"],"rank":96},{"model":"iTransformer","mse":0.345399,"mae":0.417419,"corr":0.776093,"wape":0.50294,"rse":0.584347,"n_runs":1,"submission_ids":["iTransformer_electricity_sl336_pl192_seed2021_1780508606"],"rank":97},{"model":"DeepAR","mse":0.570467,"mae":0.556418,"corr":0.694742,"wape":0.670416,"rse":0.750975,"n_runs":1,"submission_ids":["DeepAR_electricity_sl336_pl192_seed2021_1781144905"],"rank":98},{"model":"WaveNet","mse":0.633088,"mae":0.622791,"corr":0.53692,"wape":0.750387,"rse":0.791119,"n_runs":1,"submission_ids":["WaveNet_electricity_sl336_pl192_seed2021_1780517216"],"rank":99},{"model":"MSGNet","mse":0.844921,"mae":0.760122,"corr":0.248063,"wape":0.915854,"rse":0.913941,"n_runs":1,"submission_ids":["MSGNet_electricity_sl336_pl192_seed2021_1781197241"],"rank":100},{"model":"NSTransformer","mse":0.84498,"mae":0.759937,"corr":0.248122,"wape":0.915634,"rse":0.913973,"n_runs":1,"submission_ids":["NSTransformer_electricity_sl336_pl192_seed2021_1780546024"],"rank":101},{"model":"BiMamba","mse":0.845304,"mae":0.759918,"corr":0.247966,"wape":0.915607,"rse":0.91415,"n_runs":1,"submission_ids":["BiMamba_electricity_sl336_pl192_seed2021_1780522406"],"rank":102},{"model":"Informer","mse":0.941109,"mae":0.789962,"corr":0.219628,"wape":0.951806,"rse":0.964561,"n_runs":1,"submission_ids":["Informer_electricity_sl336_pl192_seed2021_1780520005"],"rank":103},{"model":"Transformer","mse":1.010929,"mae":0.829436,"corr":0.09741,"wape":0.999372,"rse":0.999702,"n_runs":1,"submission_ids":["Transformer_electricity_sl336_pl192_seed2021_1780507246"],"rank":104},{"model":"Pyraformer","mse":1.012034,"mae":0.830467,"corr":-0.000111,"wape":1.000612,"rse":1.000251,"n_runs":1,"submission_ids":["Pyraformer_electricity_sl336_pl192_seed2021_1780548464"],"rank":105},{"model":"Reformer","mse":1.018931,"mae":0.834226,"corr":0.116807,"wape":1.00514,"rse":1.003651,"n_runs":1,"submission_ids":["Reformer_electricity_sl336_pl192_seed2021_1781144906"],"rank":106},{"model":"FEDformer","mse":27.681484,"mae":4.15369,"corr":0.461915,"wape":5.004676,"rse":5.231247,"n_runs":1,"submission_ids":["FEDformer_electricity_sl336_pl192_seed2021_1780378705"],"rank":107},{"model":"Autoformer","mse":42.391121,"mae":5.104244,"corr":0.472904,"wape":6.149992,"rse":6.473629,"n_runs":1,"submission_ids":["Autoformer_electricity_sl336_pl192_seed2021_1780548788"],"rank":108}]}},"solar":{"horizons":{"192":[{"model":"Crossformer","mse":0.175413,"mae":0.221648,"corr":0.874456,"wape":0.282664,"rse":0.486088,"n_runs":1,"submission_ids":["Crossformer_solar_sl336_pl192_seed2021_1780546594"],"rank":1},{"model":"PatchTST","mse":0.194456,"mae":0.251911,"corr":0.858585,"wape":0.32126,"rse":0.511795,"n_runs":1,"submission_ids":["PatchTST_solar_sl336_pl192_seed2021_1780497210"],"rank":2},{"model":"MoFo","mse":0.194825,"mae":0.248336,"corr":0.858397,"wape":0.316699,"rse":0.512279,"n_runs":1,"submission_ids":["MoFo_solar_sl336_pl192_seed2021_1780550282"],"rank":3},{"model":"TimePerceiver","mse":0.194917,"mae":0.235061,"corr":0.859339,"wape":0.299772,"rse":0.512402,"n_runs":1,"submission_ids":["TimePerceiver_solar_sl336_pl192_seed2021_1780545796"],"rank":4},{"model":"NBeats","mse":0.195771,"mae":0.254255,"corr":0.859833,"wape":0.324248,"rse":0.513521,"n_runs":1,"submission_ids":["NBeats_solar_sl336_pl192_seed2021_1780480565"],"rank":5},{"model":"PAttn","mse":0.197001,"mae":0.248609,"corr":0.858242,"wape":0.317047,"rse":0.515132,"n_runs":1,"submission_ids":["PAttn_solar_sl336_pl192_seed2021_1780486512"],"rank":6},{"model":"xPatch","mse":0.198001,"mae":0.256552,"corr":0.856574,"wape":0.327179,"rse":0.516438,"n_runs":1,"submission_ids":["xPatch_solar_sl336_pl192_seed2021_1780544676"],"rank":7},{"model":"TSMixer","mse":0.200032,"mae":0.273747,"corr":0.855088,"wape":0.349106,"rse":0.519081,"n_runs":1,"submission_ids":["TSMixer_solar_sl336_pl192_seed2021_1780480149"],"rank":8},{"model":"Sumba","mse":0.201558,"mae":0.25574,"corr":0.852595,"wape":0.326142,"rse":0.521056,"n_runs":1,"submission_ids":["Sumba_solar_sl336_pl192_seed2021_1780548044"],"rank":9},{"model":"SegRNN","mse":0.20242,"mae":0.270636,"corr":0.854359,"wape":0.345137,"rse":0.522168,"n_runs":1,"submission_ids":["SegRNN_solar_sl336_pl192_seed2021_1780482442"],"rank":10},{"model":"WPMixer","mse":0.202888,"mae":0.263395,"corr":0.855083,"wape":0.335903,"rse":0.522774,"n_runs":1,"submission_ids":["WPMixer_solar_sl336_pl192_seed2021_1780544128"],"rank":11},{"model":"TimeXer","mse":0.205101,"mae":0.269525,"corr":0.852539,"wape":0.343721,"rse":0.525617,"n_runs":1,"submission_ids":["TimeXer_solar_sl336_pl192_seed2021_1780529157"],"rank":12},{"model":"FreTS","mse":0.206189,"mae":0.286472,"corr":0.852301,"wape":0.365334,"rse":0.527009,"n_runs":1,"submission_ids":["FreTS_solar_sl336_pl192_seed2021_1780467596"],"rank":13},{"model":"CrossLinear","mse":0.206275,"mae":0.26694,"corr":0.850448,"wape":0.340424,"rse":0.527118,"n_runs":1,"submission_ids":["CrossLinear_solar_sl336_pl192_seed2021_1780468288"],"rank":14},{"model":"MultiPatchFormer","mse":0.208224,"mae":0.261934,"corr":0.847436,"wape":0.334041,"rse":0.529603,"n_runs":1,"submission_ids":["MultiPatchFormer_solar_sl336_pl192_seed2021_1781154575"],"rank":15},{"model":"Fredformer","mse":0.20854,"mae":0.272923,"corr":0.849657,"wape":0.348056,"rse":0.530005,"n_runs":1,"submission_ids":["Fredformer_solar_sl336_pl192_seed2021_1780890646"],"rank":16},{"model":"DUET","mse":0.209153,"mae":0.282401,"corr":0.849773,"wape":0.360141,"rse":0.530781,"n_runs":1,"submission_ids":["DUET_solar_sl336_pl192_seed2021_1780500715"],"rank":17},{"model":"TimeFilter","mse":0.21041,"mae":0.265465,"corr":0.845822,"wape":0.338543,"rse":0.532376,"n_runs":1,"submission_ids":["TimeFilter_solar_sl336_pl192_seed2021_1781145983"],"rank":18},{"model":"Pathformer","mse":0.211266,"mae":0.262117,"corr":0.846101,"wape":0.334274,"rse":0.533457,"n_runs":1,"submission_ids":["Pathformer_solar_sl336_pl192_seed2021_1781155374"],"rank":19},{"model":"TimeBridge","mse":0.21354,"mae":0.275539,"corr":0.845325,"wape":0.35139,"rse":0.536321,"n_runs":1,"submission_ids":["TimeBridge_solar_sl336_pl192_seed2021_1780529148"],"rank":20},{"model":"NHiTS","mse":0.214391,"mae":0.261425,"corr":0.842879,"wape":0.333391,"rse":0.537388,"n_runs":1,"submission_ids":["NHiTS_solar_sl336_pl192_seed2021_1780524412"],"rank":21},{"model":"SOFTS","mse":0.216399,"mae":0.264565,"corr":0.842267,"wape":0.337396,"rse":0.539898,"n_runs":1,"submission_ids":["SOFTS_solar_sl336_pl192_seed2021_1780528576"],"rank":22},{"model":"DSFormer","mse":0.217352,"mae":0.273374,"corr":0.839808,"wape":0.348631,"rse":0.541086,"n_runs":1,"submission_ids":["DSFormer_solar_sl336_pl192_seed2021_1780501323"],"rank":23},{"model":"Amplifier","mse":0.219109,"mae":0.263441,"corr":0.839689,"wape":0.335964,"rse":0.54327,"n_runs":1,"submission_ids":["Amplifier_solar_sl336_pl192_seed2021_1780496281"],"rank":24},{"model":"UMixer","mse":0.219838,"mae":0.272751,"corr":0.840091,"wape":0.347836,"rse":0.544172,"n_runs":1,"submission_ids":["UMixer_solar_sl336_pl192_seed2021_1780543871"],"rank":25},{"model":"COSA","mse":0.219884,"mae":0.258056,"corr":0.841354,"wape":0.329096,"rse":0.54423,"n_runs":1,"submission_ids":["COSA_solar_sl336_pl192_seed2021_1780945471"],"rank":26},{"model":"LightTS","mse":0.220244,"mae":0.303315,"corr":0.839803,"wape":0.386816,"rse":0.544674,"n_runs":1,"submission_ids":["LightTS_solar_sl336_pl192_seed2021_1780467711"],"rank":27},{"model":"S_Mamba","mse":0.220749,"mae":0.266097,"corr":0.8379,"wape":0.33935,"rse":0.545299,"n_runs":1,"submission_ids":["S_Mamba_solar_sl336_pl192_seed2021_1780528221"],"rank":28},{"model":"TimeO1","mse":0.220887,"mae":0.259778,"corr":0.841166,"wape":0.331292,"rse":0.545468,"n_runs":1,"submission_ids":["TimeO1_solar_sl336_pl192_seed2021_1780945521"],"rank":29},{"model":"CrossGNN","mse":0.221051,"mae":0.30435,"corr":0.839739,"wape":0.388135,"rse":0.545671,"n_runs":1,"submission_ids":["CrossGNN_solar_sl336_pl192_seed2021_1780501907"],"rank":30},{"model":"TimeAlign","mse":0.222181,"mae":0.268844,"corr":0.838611,"wape":0.342853,"rse":0.547065,"n_runs":1,"submission_ids":["TimeAlign_solar_sl336_pl192_seed2021_1781144917"],"rank":31},{"model":"DTAF","mse":0.22314,"mae":0.270374,"corr":0.835475,"wape":0.344804,"rse":0.548244,"n_runs":1,"submission_ids":["DTAF_solar_sl336_pl192_seed2021_1780502564"],"rank":32},{"model":"MTSMixer","mse":0.223612,"mae":0.274487,"corr":0.835518,"wape":0.350049,"rse":0.548824,"n_runs":1,"submission_ids":["MTSMixer_solar_sl336_pl192_seed2021_1780479972"],"rank":33},{"model":"CATS","mse":0.224813,"mae":0.273258,"corr":0.834589,"wape":0.348482,"rse":0.550296,"n_runs":1,"submission_ids":["CATS_solar_sl336_pl192_seed2021_1780491658"],"rank":34},{"model":"PatchMLP","mse":0.225106,"mae":0.275277,"corr":0.835313,"wape":0.351055,"rse":0.550653,"n_runs":1,"submission_ids":["PatchMLP_solar_sl336_pl192_seed2021_1780485792"],"rank":35},{"model":"HMformer","mse":0.225482,"mae":0.263438,"corr":0.833357,"wape":0.335959,"rse":0.551114,"n_runs":1,"submission_ids":["HMformer_solar_sl336_pl192_seed2021_1780945484"],"rank":36},{"model":"PaiFilter","mse":0.226171,"mae":0.266474,"corr":0.832627,"wape":0.33983,"rse":0.551954,"n_runs":1,"submission_ids":["PaiFilter_solar_sl336_pl192_seed2021_1780531163"],"rank":37},{"model":"GTR","mse":0.227902,"mae":0.253852,"corr":0.832627,"wape":0.323734,"rse":0.554063,"n_runs":1,"submission_ids":["GTR_solar_sl336_pl192_seed2021_1781144917"],"rank":38},{"model":"FeTS","mse":0.227981,"mae":0.262885,"corr":0.832063,"wape":0.335252,"rse":0.554158,"n_runs":1,"submission_ids":["FeTS_solar_sl336_pl192_seed2021_1780945477"],"rank":39},{"model":"OLinear","mse":0.228185,"mae":0.255874,"corr":0.832496,"wape":0.326311,"rse":0.554407,"n_runs":1,"submission_ids":["OLinear_solar_sl336_pl192_seed2021_1780945488"],"rank":40},{"model":"TimeEmb","mse":0.228574,"mae":0.263109,"corr":0.831944,"wape":0.335539,"rse":0.55488,"n_runs":1,"submission_ids":["TimeEmb_solar_sl336_pl192_seed2021_1780543936"],"rank":41},{"model":"HN_MVTS","mse":0.229786,"mae":0.254223,"corr":0.832185,"wape":0.324208,"rse":0.556348,"n_runs":1,"submission_ids":["HN_MVTS_solar_sl336_pl192_seed2021_1780945467"],"rank":42},{"model":"OccamVTS","mse":0.22999,"mae":0.255006,"corr":0.832059,"wape":0.325206,"rse":0.556596,"n_runs":1,"submission_ids":["OccamVTS_solar_sl336_pl192_seed2021_1780945469"],"rank":43},{"model":"FTP","mse":0.230209,"mae":0.257806,"corr":0.832747,"wape":0.328774,"rse":0.556861,"n_runs":1,"submission_ids":["FTP_solar_sl336_pl192_seed2021_1780945468"],"rank":44},{"model":"TimeMosaic","mse":0.230266,"mae":0.258308,"corr":0.832586,"wape":0.329417,"rse":0.556929,"n_runs":1,"submission_ids":["TimeMosaic_solar_sl336_pl192_seed2021_1780945488"],"rank":45},{"model":"Sonnet","mse":0.230358,"mae":0.260857,"corr":0.832586,"wape":0.33267,"rse":0.557039,"n_runs":1,"submission_ids":["Sonnet_solar_sl336_pl192_seed2021_1780945454"],"rank":46},{"model":"DynamicTMoE","mse":0.230419,"mae":0.256286,"corr":0.831943,"wape":0.326839,"rse":0.557114,"n_runs":1,"submission_ids":["DynamicTMoE_solar_sl336_pl192_seed2021_1780945503"],"rank":47},{"model":"Koopa","mse":0.230538,"mae":0.276638,"corr":0.83,"wape":0.35279,"rse":0.557259,"n_runs":1,"submission_ids":["Koopa_solar_sl336_pl192_seed2021_1780521977"],"rank":48},{"model":"TimeCAP","mse":0.230667,"mae":0.266553,"corr":0.833169,"wape":0.339931,"rse":0.557412,"n_runs":1,"submission_ids":["TimeCAP_solar_sl336_pl192_seed2021_1780945463"],"rank":49},{"model":"MAFS","mse":0.230681,"mae":0.256331,"corr":0.831707,"wape":0.326895,"rse":0.55743,"n_runs":1,"submission_ids":["MAFS_solar_sl336_pl192_seed2021_1780945508"],"rank":50},{"model":"DistDF","mse":0.230788,"mae":0.273167,"corr":0.832181,"wape":0.348366,"rse":0.55756,"n_runs":1,"submission_ids":["DistDF_solar_sl336_pl192_seed2021_1781144918"],"rank":51},{"model":"AMRC","mse":0.230867,"mae":0.255541,"corr":0.831541,"wape":0.325886,"rse":0.557654,"n_runs":1,"submission_ids":["AMRC_solar_sl336_pl192_seed2021_1780945488"],"rank":52},{"model":"TimesNet","mse":0.230868,"mae":0.276899,"corr":0.833683,"wape":0.353126,"rse":0.557658,"n_runs":1,"submission_ids":["TimesNet_solar_sl336_pl192_seed2021_1780634464"],"rank":53},{"model":"SEMPO","mse":0.230869,"mae":0.256054,"corr":0.831644,"wape":0.326543,"rse":0.557657,"n_runs":1,"submission_ids":["SEMPO_solar_sl336_pl192_seed2021_1780945491"],"rank":54},{"model":"ImplicitForecaster","mse":0.230916,"mae":0.254939,"corr":0.830906,"wape":0.32512,"rse":0.557714,"n_runs":1,"submission_ids":["ImplicitForecaster_solar_sl336_pl192_seed2021_1780945493"],"rank":55},{"model":"MMPD","mse":0.231253,"mae":0.256616,"corr":0.831264,"wape":0.327258,"rse":0.558122,"n_runs":1,"submission_ids":["MMPD_solar_sl336_pl192_seed2021_1780945450"],"rank":56},{"model":"APN","mse":0.23192,"mae":0.268131,"corr":0.832604,"wape":0.341943,"rse":0.558925,"n_runs":1,"submission_ids":["APN_solar_sl336_pl192_seed2021_1780945459"],"rank":57},{"model":"Kronos","mse":0.232111,"mae":0.267089,"corr":0.831974,"wape":0.340613,"rse":0.559155,"n_runs":1,"submission_ids":["Kronos_solar_sl336_pl192_seed2021_1780945506"],"rank":58},{"model":"TiRex","mse":0.2323,"mae":0.255746,"corr":0.830472,"wape":0.326148,"rse":0.559383,"n_runs":1,"submission_ids":["TiRex_solar_sl336_pl192_seed2021_1780945483"],"rank":59},{"model":"PMDformer","mse":0.232428,"mae":0.26686,"corr":0.833116,"wape":0.340322,"rse":0.559537,"n_runs":1,"submission_ids":["PMDformer_solar_sl336_pl192_seed2021_1781144810"],"rank":60},{"model":"CoRA","mse":0.23248,"mae":0.266218,"corr":0.832602,"wape":0.339503,"rse":0.559601,"n_runs":1,"submission_ids":["CoRA_solar_sl336_pl192_seed2021_1780945496"],"rank":61},{"model":"LatentTSF","mse":0.232837,"mae":0.26478,"corr":0.833623,"wape":0.337671,"rse":0.56003,"n_runs":1,"submission_ids":["LatentTSF_solar_sl336_pl192_seed2021_1780945478"],"rank":62},{"model":"PULSE","mse":0.233114,"mae":0.266859,"corr":0.832216,"wape":0.340321,"rse":0.560362,"n_runs":1,"submission_ids":["PULSE_solar_sl336_pl192_seed2021_1780945502"],"rank":63},{"model":"PhaseFormer","mse":0.234745,"mae":0.264071,"corr":0.832178,"wape":0.336766,"rse":0.562318,"n_runs":1,"submission_ids":["PhaseFormer_solar_sl336_pl192_seed2021_1780945450"],"rank":64},{"model":"GOTSF","mse":0.234757,"mae":0.269944,"corr":0.827523,"wape":0.344255,"rse":0.562334,"n_runs":1,"submission_ids":["GOTSF_solar_sl336_pl192_seed2021_1780945462"],"rank":65},{"model":"Aurora","mse":0.234772,"mae":0.2613,"corr":0.830431,"wape":0.333233,"rse":0.562351,"n_runs":1,"submission_ids":["Aurora_solar_sl336_pl192_seed2021_1781144918"],"rank":66},{"model":"InterPDN","mse":0.235045,"mae":0.271619,"corr":0.827301,"wape":0.346391,"rse":0.562679,"n_runs":1,"submission_ids":["InterPDN_solar_sl336_pl192_seed2021_1780945474"],"rank":67},{"model":"TSRAG","mse":0.235477,"mae":0.261341,"corr":0.829994,"wape":0.333286,"rse":0.563195,"n_runs":1,"submission_ids":["TSRAG_solar_sl336_pl192_seed2021_1780945504"],"rank":68},{"model":"SymTime","mse":0.235743,"mae":0.273567,"corr":0.826786,"wape":0.348876,"rse":0.563513,"n_runs":1,"submission_ids":["SymTime_solar_sl336_pl192_seed2021_1780945487"],"rank":69},{"model":"S4","mse":0.23589,"mae":0.287705,"corr":0.828373,"wape":0.366908,"rse":0.563689,"n_runs":1,"submission_ids":["S4_solar_sl336_pl192_seed2021_1780524073"],"rank":70},{"model":"CARD","mse":0.237276,"mae":0.276162,"corr":0.830884,"wape":0.352187,"rse":0.565342,"n_runs":1,"submission_ids":["CARD_solar_sl336_pl192_seed2021_1780491717"],"rank":71},{"model":"TexFilter","mse":0.238427,"mae":0.282325,"corr":0.822411,"wape":0.360047,"rse":0.566711,"n_runs":1,"submission_ids":["TexFilter_solar_sl336_pl192_seed2021_1780531175"],"rank":72},{"model":"PWS","mse":0.243396,"mae":0.259552,"corr":0.820971,"wape":0.331003,"rse":0.572586,"n_runs":1,"submission_ids":["PWS_solar_sl336_pl192_seed2021_1780488493"],"rank":73},{"model":"CMoS","mse":0.24503,"mae":0.267365,"corr":0.820709,"wape":0.340966,"rse":0.574507,"n_runs":1,"submission_ids":["CMoS_solar_sl336_pl192_seed2021_1780498057"],"rank":74},{"model":"TimeKAN","mse":0.248125,"mae":0.288505,"corr":0.820566,"wape":0.367924,"rse":0.578123,"n_runs":1,"submission_ids":["TimeKAN_solar_sl336_pl192_seed2021_1780528588"],"rank":75},{"model":"PHAT","mse":0.249299,"mae":0.282743,"corr":0.815215,"wape":0.36058,"rse":0.57949,"n_runs":1,"submission_ids":["PHAT_solar_sl336_pl192_seed2021_1780489148"],"rank":76},{"model":"Linear","mse":0.251276,"mae":0.318716,"corr":0.821,"wape":0.406455,"rse":0.581783,"n_runs":1,"submission_ids":["Linear_solar_sl336_pl192_seed2021_1780462220"],"rank":77},{"model":"SCINet","mse":0.251538,"mae":0.287623,"corr":0.817624,"wape":0.366804,"rse":0.582086,"n_runs":1,"submission_ids":["SCINet_solar_sl336_pl192_seed2021_1780544479"],"rank":78},{"model":"MICN","mse":0.254982,"mae":0.330704,"corr":0.82061,"wape":0.421742,"rse":0.586057,"n_runs":1,"submission_ids":["MICN_solar_sl336_pl192_seed2021_1780480378"],"rank":79},{"model":"DLinear","mse":0.25796,"mae":0.321734,"corr":0.820095,"wape":0.410302,"rse":0.58947,"n_runs":1,"submission_ids":["DLinear_solar_sl336_pl192_seed2021_1780461844"],"rank":80},{"model":"ModernTCN","mse":0.259112,"mae":0.288279,"corr":0.805076,"wape":0.367638,"rse":0.590786,"n_runs":1,"submission_ids":["ModernTCN_solar_sl336_pl192_seed2021_1780543199"],"rank":81},{"model":"SRSNet","mse":0.259243,"mae":0.331451,"corr":0.807347,"wape":0.422692,"rse":0.590933,"n_runs":1,"submission_ids":["SRSNet_solar_sl336_pl192_seed2021_1780544904"],"rank":82},{"model":"CycleNet","mse":0.25929,"mae":0.285839,"corr":0.807369,"wape":0.364527,"rse":0.590987,"n_runs":1,"submission_ids":["CycleNet_solar_sl336_pl192_seed2021_1780469192"],"rank":83},{"model":"RLinear","mse":0.259335,"mae":0.28587,"corr":0.807323,"wape":0.364564,"rse":0.591039,"n_runs":1,"submission_ids":["RLinear_solar_sl336_pl192_seed2021_1780462462"],"rank":84},{"model":"SVTime","mse":0.259335,"mae":0.28587,"corr":0.807323,"wape":0.364564,"rse":0.591039,"n_runs":1,"submission_ids":["SVTime_solar_sl336_pl192_seed2021_1780543459"],"rank":85},{"model":"NLinear","mse":0.25947,"mae":0.285488,"corr":0.808941,"wape":0.364079,"rse":0.59119,"n_runs":1,"submission_ids":["NLinear_solar_sl336_pl192_seed2021_1780462354"],"rank":86},{"model":"TiDE","mse":0.260428,"mae":0.287915,"corr":0.806516,"wape":0.367174,"rse":0.592283,"n_runs":1,"submission_ids":["TiDE_solar_sl336_pl192_seed2021_1780883354"],"rank":87},{"model":"HDMixer","mse":0.261207,"mae":0.279579,"corr":0.809167,"wape":0.356543,"rse":0.593168,"n_runs":1,"submission_ids":["HDMixer_solar_sl336_pl192_seed2021_1780522659"],"rank":88},{"model":"DeepAR","mse":0.263498,"mae":0.278814,"corr":0.838796,"wape":0.355566,"rse":0.595768,"n_runs":1,"submission_ids":["DeepAR_solar_sl336_pl192_seed2021_1780504931"],"rank":89},{"model":"TimeMixer","mse":0.265054,"mae":0.297654,"corr":0.802181,"wape":0.379592,"rse":0.597519,"n_runs":1,"submission_ids":["TimeMixer_solar_sl336_pl192_seed2021_1780480934"],"rank":90},{"model":"FITS","mse":0.266397,"mae":0.284868,"corr":0.802975,"wape":0.363288,"rse":0.59903,"n_runs":1,"submission_ids":["FITS_solar_sl336_pl192_seed2021_1780465292"],"rank":91},{"model":"FiLM","mse":0.271158,"mae":0.290397,"corr":0.798237,"wape":0.37034,"rse":0.604361,"n_runs":1,"submission_ids":["FiLM_solar_sl336_pl192_seed2021_1780892033"],"rank":92},{"model":"SparseTSF","mse":0.277309,"mae":0.285774,"corr":0.794226,"wape":0.364444,"rse":0.611175,"n_runs":1,"submission_ids":["SparseTSF_solar_sl336_pl192_seed2021_1780482082"],"rank":93},{"model":"Pyraformer","mse":0.278834,"mae":0.322392,"corr":0.837782,"wape":0.411143,"rse":0.612855,"n_runs":1,"submission_ids":["Pyraformer_solar_sl336_pl192_seed2021_1780547624"],"rank":94},{"model":"TimeBase","mse":0.282784,"mae":0.287762,"corr":0.788238,"wape":0.366981,"rse":0.617181,"n_runs":1,"submission_ids":["TimeBase_solar_sl336_pl192_seed2021_1780531187"],"rank":95},{"model":"MixLinear","mse":0.29167,"mae":0.319808,"corr":0.782092,"wape":0.407848,"rse":0.626804,"n_runs":1,"submission_ids":["MixLinear_solar_sl336_pl192_seed2021_1780498530"],"rank":96},{"model":"iTransformer","mse":0.320271,"mae":0.366908,"corr":0.766061,"wape":0.467912,"rse":0.656816,"n_runs":1,"submission_ids":["iTransformer_solar_sl336_pl192_seed2021_1780543310"],"rank":97},{"model":"WaveNet","mse":0.421104,"mae":0.433361,"corr":0.656438,"wape":0.55266,"rse":0.753147,"n_runs":1,"submission_ids":["WaveNet_solar_sl336_pl192_seed2021_1780485529"],"rank":98},{"model":"ETSformer","mse":0.615248,"mae":0.600414,"corr":0.456132,"wape":0.7657,"rse":0.910353,"n_runs":1,"submission_ids":["ETSformer_solar_sl336_pl192_seed2021_1781153820"],"rank":99},{"model":"MambaSimple","mse":0.675063,"mae":0.619299,"corr":0.36758,"wape":0.789785,"rse":0.953578,"n_runs":1,"submission_ids":["MambaSimple_solar_sl336_pl192_seed2021_1780490513"],"rank":100},{"model":"Informer","mse":0.776997,"mae":0.77935,"corr":-0.000546,"wape":0.993873,"rse":1.023054,"n_runs":1,"submission_ids":["Informer_solar_sl336_pl192_seed2021_1780521518"],"rank":101},{"model":"Transformer","mse":0.781021,"mae":0.784352,"corr":-0.00012,"wape":1.000353,"rse":1.025715,"n_runs":1,"submission_ids":["Transformer_solar_sl336_pl192_seed2021_1780543626"],"rank":102},{"model":"BiMamba","mse":0.782336,"mae":0.695734,"corr":-0.026637,"wape":0.887259,"rse":1.026553,"n_runs":1,"submission_ids":["BiMamba_solar_sl336_pl192_seed2021_1780490386"],"rank":103},{"model":"MSGNet","mse":0.782454,"mae":0.696714,"corr":-0.02763,"wape":0.888509,"rse":1.026631,"n_runs":1,"submission_ids":["MSGNet_solar_sl336_pl192_seed2021_1781199035"],"rank":104},{"model":"NSTransformer","mse":0.782509,"mae":0.693727,"corr":-0.030095,"wape":0.8847,"rse":1.026664,"n_runs":1,"submission_ids":["NSTransformer_solar_sl336_pl192_seed2021_1780545350"],"rank":105},{"model":"Reformer","mse":0.783245,"mae":0.78695,"corr":0.000028,"wape":1.003654,"rse":1.027167,"n_runs":1,"submission_ids":["Reformer_solar_sl336_pl192_seed2021_1780551227"],"rank":106},{"model":"Autoformer","mse":0.975859,"mae":0.78846,"corr":-0.029693,"wape":1.005508,"rse":1.146512,"n_runs":1,"submission_ids":["Autoformer_solar_sl336_pl192_seed2021_1780500450"],"rank":107},{"model":"FEDformer","mse":1.659999,"mae":1.041568,"corr":-0.02822,"wape":1.328297,"rse":1.495336,"n_runs":1,"submission_ids":["FEDformer_solar_sl336_pl192_seed2021_1780524936"],"rank":108}]}},"traffic":{"horizons":{"192":[{"model":"CARD","mse":0.403391,"mae":0.285766,"corr":0.853845,"wape":0.356736,"rse":0.524199,"n_runs":1,"submission_ids":["CARD_traffic_sl336_pl192_seed2021_1780558859"],"rank":1},{"model":"PWS","mse":0.407724,"mae":0.268917,"corr":0.853271,"wape":0.335704,"rse":0.527009,"n_runs":1,"submission_ids":["PWS_traffic_sl336_pl192_seed2021_1780562368"],"rank":2},{"model":"xPatch","mse":0.408295,"mae":0.290832,"corr":0.852873,"wape":0.363061,"rse":0.527378,"n_runs":1,"submission_ids":["xPatch_traffic_sl336_pl192_seed2021_1780552696"],"rank":3},{"model":"PAttn","mse":0.410958,"mae":0.282573,"corr":0.851234,"wape":0.35275,"rse":0.529094,"n_runs":1,"submission_ids":["PAttn_traffic_sl336_pl192_seed2021_1780528598"],"rank":4},{"model":"S_Mamba","mse":0.411274,"mae":0.296532,"corr":0.85177,"wape":0.370175,"rse":0.5293,"n_runs":1,"submission_ids":["S_Mamba_traffic_sl336_pl192_seed2021_1780528228"],"rank":5},{"model":"TexFilter","mse":0.412804,"mae":0.29553,"corr":0.85233,"wape":0.368924,"rse":0.530281,"n_runs":1,"submission_ids":["TexFilter_traffic_sl336_pl192_seed2021_1780533120"],"rank":6},{"model":"Pathformer","mse":0.412865,"mae":0.292277,"corr":0.849505,"wape":0.364864,"rse":0.53032,"n_runs":1,"submission_ids":["Pathformer_traffic_sl336_pl192_seed2021_1781156067"],"rank":7},{"model":"NHiTS","mse":0.412912,"mae":0.294747,"corr":0.850686,"wape":0.367947,"rse":0.53035,"n_runs":1,"submission_ids":["NHiTS_traffic_sl336_pl192_seed2021_1780526957"],"rank":8},{"model":"Fredformer","mse":0.413862,"mae":0.295315,"corr":0.849909,"wape":0.368658,"rse":0.530961,"n_runs":1,"submission_ids":["Fredformer_traffic_sl336_pl192_seed2021_1780623278"],"rank":9},{"model":"MultiPatchFormer","mse":0.414108,"mae":0.29393,"corr":0.850249,"wape":0.366929,"rse":0.531118,"n_runs":1,"submission_ids":["MultiPatchFormer_traffic_sl336_pl192_seed2021_1781154566"],"rank":10},{"model":"TimeFilter","mse":0.415076,"mae":0.287005,"corr":0.848869,"wape":0.358284,"rse":0.531738,"n_runs":1,"submission_ids":["TimeFilter_traffic_sl336_pl192_seed2021_1781155365"],"rank":11},{"model":"Amplifier","mse":0.415416,"mae":0.29872,"corr":0.849317,"wape":0.372907,"rse":0.531955,"n_runs":1,"submission_ids":["Amplifier_traffic_sl336_pl192_seed2021_1780624865"],"rank":12},{"model":"SOFTS","mse":0.415516,"mae":0.296974,"corr":0.849687,"wape":0.370728,"rse":0.532019,"n_runs":1,"submission_ids":["SOFTS_traffic_sl336_pl192_seed2021_1780528827"],"rank":13},{"model":"DTAF","mse":0.417595,"mae":0.292999,"corr":0.848285,"wape":0.365766,"rse":0.533348,"n_runs":1,"submission_ids":["DTAF_traffic_sl336_pl192_seed2021_1780568156"],"rank":14},{"model":"MoFo","mse":0.417695,"mae":0.289766,"corr":0.853141,"wape":0.361734,"rse":0.533415,"n_runs":1,"submission_ids":["MoFo_traffic_sl336_pl192_seed2021_1780558344"],"rank":15},{"model":"TimeXer","mse":0.417717,"mae":0.293486,"corr":0.849074,"wape":0.366374,"rse":0.533428,"n_runs":1,"submission_ids":["TimeXer_traffic_sl336_pl192_seed2021_1780530306"],"rank":16},{"model":"TimeEmb","mse":0.417832,"mae":0.29531,"corr":0.848567,"wape":0.368649,"rse":0.5335,"n_runs":1,"submission_ids":["TimeEmb_traffic_sl336_pl192_seed2021_1780551833"],"rank":17},{"model":"PaiFilter","mse":0.418292,"mae":0.296406,"corr":0.848022,"wape":0.370019,"rse":0.533794,"n_runs":1,"submission_ids":["PaiFilter_traffic_sl336_pl192_seed2021_1780533173"],"rank":18},{"model":"NBeats","mse":0.41893,"mae":0.293881,"corr":0.852263,"wape":0.366868,"rse":0.534202,"n_runs":1,"submission_ids":["NBeats_traffic_sl336_pl192_seed2021_1780478248"],"rank":19},{"model":"MTSMixer","mse":0.421733,"mae":0.307895,"corr":0.849934,"wape":0.384362,"rse":0.535986,"n_runs":1,"submission_ids":["MTSMixer_traffic_sl336_pl192_seed2021_1780475262"],"rank":20},{"model":"TimeKAN","mse":0.421968,"mae":0.289071,"corr":0.846615,"wape":0.360861,"rse":0.536134,"n_runs":1,"submission_ids":["TimeKAN_traffic_sl336_pl192_seed2021_1780531594"],"rank":21},{"model":"DUET","mse":0.422056,"mae":0.306423,"corr":0.847797,"wape":0.382525,"rse":0.53619,"n_runs":1,"submission_ids":["DUET_traffic_sl336_pl192_seed2021_1781144908"],"rank":22},{"model":"WPMixer","mse":0.42261,"mae":0.294639,"corr":0.846673,"wape":0.367814,"rse":0.536542,"n_runs":1,"submission_ids":["WPMixer_traffic_sl336_pl192_seed2021_1780494844"],"rank":23},{"model":"SparseTSF","mse":0.426281,"mae":0.283309,"corr":0.84433,"wape":0.353667,"rse":0.538868,"n_runs":1,"submission_ids":["SparseTSF_traffic_sl336_pl192_seed2021_1780482329"],"rank":24},{"model":"DSFormer","mse":0.427442,"mae":0.307682,"corr":0.84488,"wape":0.384095,"rse":0.539603,"n_runs":1,"submission_ids":["DSFormer_traffic_sl336_pl192_seed2021_1780541069"],"rank":25},{"model":"SVTime","mse":0.428396,"mae":0.295383,"corr":0.843147,"wape":0.368742,"rse":0.540204,"n_runs":1,"submission_ids":["SVTime_traffic_sl336_pl192_seed2021_1780533991"],"rank":26},{"model":"TiDE","mse":0.429234,"mae":0.296798,"corr":0.84311,"wape":0.370509,"rse":0.540731,"n_runs":1,"submission_ids":["TiDE_traffic_sl336_pl192_seed2021_1781144801"],"rank":27},{"model":"Linear","mse":0.429771,"mae":0.301266,"corr":0.844128,"wape":0.376089,"rse":0.541069,"n_runs":1,"submission_ids":["Linear_traffic_sl336_pl192_seed2021_1780462204"],"rank":28},{"model":"RLinear","mse":0.429974,"mae":0.298401,"corr":0.842784,"wape":0.372509,"rse":0.541196,"n_runs":1,"submission_ids":["RLinear_traffic_sl336_pl192_seed2021_1780462443"],"rank":29},{"model":"CycleNet","mse":0.429987,"mae":0.298438,"corr":0.842823,"wape":0.372556,"rse":0.541204,"n_runs":1,"submission_ids":["CycleNet_traffic_sl336_pl192_seed2021_1780469084"],"rank":30},{"model":"PatchTST","mse":0.430071,"mae":0.307317,"corr":0.841922,"wape":0.383641,"rse":0.541257,"n_runs":1,"submission_ids":["PatchTST_traffic_sl336_pl192_seed2021_1780977974"],"rank":31},{"model":"DLinear","mse":0.430787,"mae":0.303142,"corr":0.842871,"wape":0.378429,"rse":0.541708,"n_runs":1,"submission_ids":["DLinear_traffic_sl336_pl192_seed2021_1780461833"],"rank":32},{"model":"NLinear","mse":0.432369,"mae":0.30159,"corr":0.842041,"wape":0.376491,"rse":0.542702,"n_runs":1,"submission_ids":["NLinear_traffic_sl336_pl192_seed2021_1780462340"],"rank":33},{"model":"CMoS","mse":0.43304,"mae":0.289944,"corr":0.841775,"wape":0.36195,"rse":0.543122,"n_runs":1,"submission_ids":["CMoS_traffic_sl336_pl192_seed2021_1780558904"],"rank":34},{"model":"ModernTCN","mse":0.433057,"mae":0.308318,"corr":0.842338,"wape":0.38489,"rse":0.543134,"n_runs":1,"submission_ids":["ModernTCN_traffic_sl336_pl192_seed2021_1780535293"],"rank":35},{"model":"PatchMLP","mse":0.433754,"mae":0.318118,"corr":0.843947,"wape":0.397123,"rse":0.54357,"n_runs":1,"submission_ids":["PatchMLP_traffic_sl336_pl192_seed2021_1780528587"],"rank":36},{"model":"UMixer","mse":0.434108,"mae":0.307548,"corr":0.846914,"wape":0.383929,"rse":0.543792,"n_runs":1,"submission_ids":["UMixer_traffic_sl336_pl192_seed2021_1781144801"],"rank":37},{"model":"MixLinear","mse":0.434487,"mae":0.289754,"corr":0.841238,"wape":0.361715,"rse":0.544029,"n_runs":1,"submission_ids":["MixLinear_traffic_sl336_pl192_seed2021_1780529655"],"rank":38},{"model":"TimeBase","mse":0.43645,"mae":0.285607,"corr":0.84123,"wape":0.356537,"rse":0.545255,"n_runs":1,"submission_ids":["TimeBase_traffic_sl336_pl192_seed2021_1780533327"],"rank":39},{"model":"CATS","mse":0.438849,"mae":0.313001,"corr":0.841822,"wape":0.390734,"rse":0.546755,"n_runs":1,"submission_ids":["CATS_traffic_sl336_pl192_seed2021_1780558862"],"rank":40},{"model":"SCINet","mse":0.439315,"mae":0.319509,"corr":0.84243,"wape":0.39886,"rse":0.547041,"n_runs":1,"submission_ids":["SCINet_traffic_sl336_pl192_seed2021_1780537177"],"rank":41},{"model":"TimeAlign","mse":0.439403,"mae":0.312241,"corr":0.845403,"wape":0.389786,"rse":0.547098,"n_runs":1,"submission_ids":["TimeAlign_traffic_sl336_pl192_seed2021_1780986756"],"rank":42},{"model":"DistDF","mse":0.442765,"mae":0.312935,"corr":0.845251,"wape":0.390652,"rse":0.549187,"n_runs":1,"submission_ids":["DistDF_traffic_sl336_pl192_seed2021_1780986770"],"rank":43},{"model":"CrossGNN","mse":0.443033,"mae":0.30688,"corr":0.842148,"wape":0.383095,"rse":0.549354,"n_runs":1,"submission_ids":["CrossGNN_traffic_sl336_pl192_seed2021_1780567264"],"rank":44},{"model":"TimeMosaic","mse":0.444403,"mae":0.311308,"corr":0.843255,"wape":0.388619,"rse":0.550202,"n_runs":1,"submission_ids":["TimeMosaic_traffic_sl336_pl192_seed2021_1780986928"],"rank":45},{"model":"PMDformer","mse":0.444767,"mae":0.311444,"corr":0.844139,"wape":0.388794,"rse":0.550428,"n_runs":1,"submission_ids":["PMDformer_traffic_sl336_pl192_seed2021_1780986760"],"rank":46},{"model":"Koopa","mse":0.4472,"mae":0.323168,"corr":0.837013,"wape":0.403428,"rse":0.55193,"n_runs":1,"submission_ids":["Koopa_traffic_sl336_pl192_seed2021_1780527040"],"rank":47},{"model":"Aurora","mse":0.447336,"mae":0.315771,"corr":0.842972,"wape":0.394194,"rse":0.552015,"n_runs":1,"submission_ids":["Aurora_traffic_sl336_pl192_seed2021_1781144908"],"rank":48},{"model":"TSRAG","mse":0.447427,"mae":0.313239,"corr":0.843398,"wape":0.391036,"rse":0.552072,"n_runs":1,"submission_ids":["TSRAG_traffic_sl336_pl192_seed2021_1780986926"],"rank":49},{"model":"MAFS","mse":0.4477,"mae":0.31245,"corr":0.843316,"wape":0.390047,"rse":0.552239,"n_runs":1,"submission_ids":["MAFS_traffic_sl336_pl192_seed2021_1780986925"],"rank":50},{"model":"SEMPO","mse":0.448297,"mae":0.31272,"corr":0.842871,"wape":0.390386,"rse":0.552609,"n_runs":1,"submission_ids":["SEMPO_traffic_sl336_pl192_seed2021_1780986774"],"rank":51},{"model":"DynamicTMoE","mse":0.448623,"mae":0.313153,"corr":0.842785,"wape":0.390925,"rse":0.552809,"n_runs":1,"submission_ids":["DynamicTMoE_traffic_sl336_pl192_seed2021_1780986921"],"rank":52},{"model":"FTP","mse":0.449085,"mae":0.311789,"corr":0.842692,"wape":0.389223,"rse":0.553093,"n_runs":1,"submission_ids":["FTP_traffic_sl336_pl192_seed2021_1780986771"],"rank":53},{"model":"HMformer","mse":0.449428,"mae":0.316013,"corr":0.842347,"wape":0.394494,"rse":0.553306,"n_runs":1,"submission_ids":["HMformer_traffic_sl336_pl192_seed2021_1780986915"],"rank":54},{"model":"TimeCAP","mse":0.449666,"mae":0.312253,"corr":0.843017,"wape":0.389802,"rse":0.553452,"n_runs":1,"submission_ids":["TimeCAP_traffic_sl336_pl192_seed2021_1780986768"],"rank":55},{"model":"TimePerceiver","mse":0.450453,"mae":0.310833,"corr":0.836423,"wape":0.388033,"rse":0.553936,"n_runs":1,"submission_ids":["TimePerceiver_traffic_sl336_pl192_seed2021_1780552055"],"rank":56},{"model":"CrossLinear","mse":0.450597,"mae":0.333934,"corr":0.839521,"wape":0.416866,"rse":0.554025,"n_runs":1,"submission_ids":["CrossLinear_traffic_sl336_pl192_seed2021_1780470842"],"rank":57},{"model":"CoRA","mse":0.451079,"mae":0.31341,"corr":0.842373,"wape":0.391245,"rse":0.554318,"n_runs":1,"submission_ids":["CoRA_traffic_sl336_pl192_seed2021_1780986920"],"rank":58},{"model":"APN","mse":0.452096,"mae":0.314684,"corr":0.842511,"wape":0.392836,"rse":0.554946,"n_runs":1,"submission_ids":["APN_traffic_sl336_pl192_seed2021_1780986767"],"rank":59},{"model":"SRSNet","mse":0.4528,"mae":0.334054,"corr":0.833294,"wape":0.417016,"rse":0.555377,"n_runs":1,"submission_ids":["SRSNet_traffic_sl336_pl192_seed2021_1780537227"],"rank":60},{"model":"FreTS","mse":0.452819,"mae":0.335375,"corr":0.838285,"wape":0.418664,"rse":0.555388,"n_runs":1,"submission_ids":["FreTS_traffic_sl336_pl192_seed2021_1780626445"],"rank":61},{"model":"AMRC","mse":0.453445,"mae":0.314815,"corr":0.842477,"wape":0.392999,"rse":0.555773,"n_runs":1,"submission_ids":["AMRC_traffic_sl336_pl192_seed2021_1780986916"],"rank":62},{"model":"COSA","mse":0.453839,"mae":0.311213,"corr":0.843193,"wape":0.388504,"rse":0.556012,"n_runs":1,"submission_ids":["COSA_traffic_sl336_pl192_seed2021_1780986763"],"rank":63},{"model":"TSMixer","mse":0.454196,"mae":0.333866,"corr":0.836685,"wape":0.416782,"rse":0.556232,"n_runs":1,"submission_ids":["TSMixer_traffic_sl336_pl192_seed2021_1780475555"],"rank":64},{"model":"OccamVTS","mse":0.455016,"mae":0.314643,"corr":0.842465,"wape":0.392786,"rse":0.556733,"n_runs":1,"submission_ids":["OccamVTS_traffic_sl336_pl192_seed2021_1780986772"],"rank":65},{"model":"Sumba","mse":0.456446,"mae":0.328567,"corr":0.835133,"wape":0.410168,"rse":0.557608,"n_runs":1,"submission_ids":["Sumba_traffic_sl336_pl192_seed2021_1780541326"],"rank":66},{"model":"Sonnet","mse":0.457593,"mae":0.318859,"corr":0.840938,"wape":0.398046,"rse":0.558307,"n_runs":1,"submission_ids":["Sonnet_traffic_sl336_pl192_seed2021_1780986770"],"rank":67},{"model":"LatentTSF","mse":0.457736,"mae":0.320362,"corr":0.840222,"wape":0.399925,"rse":0.558394,"n_runs":1,"submission_ids":["LatentTSF_traffic_sl336_pl192_seed2021_1780986919"],"rank":68},{"model":"TiRex","mse":0.459235,"mae":0.321349,"corr":0.840228,"wape":0.401157,"rse":0.559309,"n_runs":1,"submission_ids":["TiRex_traffic_sl336_pl192_seed2021_1780986917"],"rank":69},{"model":"TimeO1","mse":0.459559,"mae":0.317343,"corr":0.840864,"wape":0.396155,"rse":0.559505,"n_runs":1,"submission_ids":["TimeO1_traffic_sl336_pl192_seed2021_1780986776"],"rank":70},{"model":"MMPD","mse":0.459786,"mae":0.32296,"corr":0.839021,"wape":0.403168,"rse":0.559647,"n_runs":1,"submission_ids":["MMPD_traffic_sl336_pl192_seed2021_1780986763"],"rank":71},{"model":"TimeBridge","mse":0.461238,"mae":0.330415,"corr":0.831358,"wape":0.412474,"rse":0.560528,"n_runs":1,"submission_ids":["TimeBridge_traffic_sl336_pl192_seed2021_1780529254"],"rank":72},{"model":"HN_MVTS","mse":0.461275,"mae":0.320879,"corr":0.838821,"wape":0.400569,"rse":0.56055,"n_runs":1,"submission_ids":["HN_MVTS_traffic_sl336_pl192_seed2021_1780986774"],"rank":73},{"model":"MICN","mse":0.462076,"mae":0.301524,"corr":0.850975,"wape":0.376409,"rse":0.561036,"n_runs":1,"submission_ids":["MICN_traffic_sl336_pl192_seed2021_1780474923"],"rank":74},{"model":"LightTS","mse":0.462363,"mae":0.33923,"corr":0.84158,"wape":0.423479,"rse":0.56121,"n_runs":1,"submission_ids":["LightTS_traffic_sl336_pl192_seed2021_1780468672"],"rank":75},{"model":"TimeMixer","mse":0.465467,"mae":0.335127,"corr":0.828751,"wape":0.418357,"rse":0.563092,"n_runs":1,"submission_ids":["TimeMixer_traffic_sl336_pl192_seed2021_1780475771"],"rank":76},{"model":"FeTS","mse":0.465563,"mae":0.319602,"corr":0.841147,"wape":0.398974,"rse":0.56315,"n_runs":1,"submission_ids":["FeTS_traffic_sl336_pl192_seed2021_1780986777"],"rank":77},{"model":"Kronos","mse":0.46584,"mae":0.323833,"corr":0.838826,"wape":0.404257,"rse":0.563317,"n_runs":1,"submission_ids":["Kronos_traffic_sl336_pl192_seed2021_1780986928"],"rank":78},{"model":"ImplicitForecaster","mse":0.469862,"mae":0.325978,"corr":0.839355,"wape":0.406936,"rse":0.565744,"n_runs":1,"submission_ids":["ImplicitForecaster_traffic_sl336_pl192_seed2021_1780986779"],"rank":79},{"model":"FiLM","mse":0.472206,"mae":0.338115,"corr":0.825978,"wape":0.422086,"rse":0.567153,"n_runs":1,"submission_ids":["FiLM_traffic_sl336_pl192_seed2021_1781144800"],"rank":80},{"model":"HDMixer","mse":0.473389,"mae":0.344975,"corr":0.832636,"wape":0.430651,"rse":0.567864,"n_runs":1,"submission_ids":["HDMixer_traffic_sl336_pl192_seed2021_1780476932"],"rank":81},{"model":"GTR","mse":0.475591,"mae":0.322717,"corr":0.834779,"wape":0.402865,"rse":0.569183,"n_runs":1,"submission_ids":["GTR_traffic_sl336_pl192_seed2021_1780986757"],"rank":82},{"model":"PULSE","mse":0.490888,"mae":0.328857,"corr":0.838671,"wape":0.410528,"rse":0.578264,"n_runs":1,"submission_ids":["PULSE_traffic_sl336_pl192_seed2021_1780986922"],"rank":83},{"model":"PhaseFormer","mse":0.491995,"mae":0.323012,"corr":0.840056,"wape":0.403234,"rse":0.578915,"n_runs":1,"submission_ids":["PhaseFormer_traffic_sl336_pl192_seed2021_1780986759"],"rank":84},{"model":"OLinear","mse":0.496611,"mae":0.32684,"corr":0.838201,"wape":0.408012,"rse":0.581624,"n_runs":1,"submission_ids":["OLinear_traffic_sl336_pl192_seed2021_1780986924"],"rank":85},{"model":"GOTSF","mse":0.602294,"mae":0.353456,"corr":0.826008,"wape":0.441237,"rse":0.64053,"n_runs":1,"submission_ids":["GOTSF_traffic_sl336_pl192_seed2021_1780986769"],"rank":86},{"model":"SymTime","mse":0.604183,"mae":0.35418,"corr":0.825628,"wape":0.442142,"rse":0.641532,"n_runs":1,"submission_ids":["SymTime_traffic_sl336_pl192_seed2021_1780986778"],"rank":87},{"model":"S4","mse":0.606193,"mae":0.358268,"corr":0.827955,"wape":0.447245,"rse":0.642599,"n_runs":1,"submission_ids":["S4_traffic_sl336_pl192_seed2021_1780533459"],"rank":88},{"model":"InterPDN","mse":0.61194,"mae":0.354715,"corr":0.825454,"wape":0.442809,"rse":0.645634,"n_runs":1,"submission_ids":["InterPDN_traffic_sl336_pl192_seed2021_1780986775"],"rank":89},{"model":"PHAT","mse":0.617212,"mae":0.345797,"corr":0.828866,"wape":0.431675,"rse":0.648412,"n_runs":1,"submission_ids":["PHAT_traffic_sl336_pl192_seed2021_1780562670"],"rank":90},{"model":"SegRNN","mse":0.671401,"mae":0.345231,"corr":0.823551,"wape":0.430971,"rse":0.676275,"n_runs":1,"submission_ids":["SegRNN_traffic_sl336_pl192_seed2021_1780528608"],"rank":91},{"model":"Reformer","mse":0.685537,"mae":0.390944,"corr":0.818382,"wape":0.488037,"rse":0.683361,"n_runs":1,"submission_ids":["Reformer_traffic_sl336_pl192_seed2021_1780624342"],"rank":92},{"model":"FITS","mse":0.714493,"mae":0.480117,"corr":0.719711,"wape":0.599355,"rse":0.697642,"n_runs":1,"submission_ids":["FITS_traffic_sl336_pl192_seed2021_1780465281"],"rank":93},{"model":"MambaSimple","mse":0.739038,"mae":0.42694,"corr":0.785089,"wape":0.532973,"rse":0.709526,"n_runs":1,"submission_ids":["MambaSimple_traffic_sl336_pl192_seed2021_1780528218"],"rank":94},{"model":"iTransformer","mse":0.751073,"mae":0.491177,"corr":0.70858,"wape":0.61316,"rse":0.715279,"n_runs":1,"submission_ids":["iTransformer_traffic_sl336_pl192_seed2021_1780539713"],"rank":95},{"model":"ETSformer","mse":0.833619,"mae":0.500094,"corr":0.755124,"wape":0.624292,"rse":0.753561,"n_runs":1,"submission_ids":["ETSformer_traffic_sl336_pl192_seed2021_1780987359"],"rank":96},{"model":"DeepAR","mse":0.943057,"mae":0.51819,"corr":0.679442,"wape":0.646884,"rse":0.801499,"n_runs":1,"submission_ids":["DeepAR_traffic_sl336_pl192_seed2021_1781144800"],"rank":97},{"model":"Crossformer","mse":1.295669,"mae":0.790574,"corr":0.303454,"wape":0.98691,"rse":0.939466,"n_runs":1,"submission_ids":["Crossformer_traffic_sl336_pl192_seed2021_1780537947"],"rank":98},{"model":"WaveNet","mse":1.367558,"mae":0.778427,"corr":0.17466,"wape":0.971748,"rse":0.965174,"n_runs":1,"submission_ids":["WaveNet_traffic_sl336_pl192_seed2021_1780537857"],"rank":99},{"model":"BiMamba","mse":1.393071,"mae":0.797963,"corr":0.023422,"wape":0.996135,"rse":0.97414,"n_runs":1,"submission_ids":["BiMamba_traffic_sl336_pl192_seed2021_1780536153"],"rank":100},{"model":"MSGNet","mse":1.393078,"mae":0.797719,"corr":0.023373,"wape":0.995835,"rse":0.974141,"n_runs":1,"submission_ids":["MSGNet_traffic_sl336_pl192_seed2021_1781197243"],"rank":101},{"model":"NSTransformer","mse":1.393437,"mae":0.798302,"corr":0.023489,"wape":0.996566,"rse":0.97427,"n_runs":1,"submission_ids":["NSTransformer_traffic_sl336_pl192_seed2021_1780534835"],"rank":102},{"model":"TimesNet","mse":1.395067,"mae":0.798977,"corr":0.023499,"wape":0.997405,"rse":0.974836,"n_runs":1,"submission_ids":["TimesNet_traffic_sl336_pl192_seed2021_1781199037"],"rank":103},{"model":"Informer","mse":1.473356,"mae":0.801245,"corr":0.001102,"wape":1.000234,"rse":1.001816,"n_runs":1,"submission_ids":["Informer_traffic_sl336_pl192_seed2021_1780527120"],"rank":104},{"model":"Transformer","mse":1.473519,"mae":0.801196,"corr":0.000023,"wape":1.000171,"rse":1.001869,"n_runs":1,"submission_ids":["Transformer_traffic_sl336_pl192_seed2021_1780552425"],"rank":105},{"model":"Pyraformer","mse":1.473863,"mae":0.801432,"corr":0.000469,"wape":1.000469,"rse":1.001987,"n_runs":1,"submission_ids":["Pyraformer_traffic_sl336_pl192_seed2021_1780534640"],"rank":106},{"model":"Autoformer","mse":12.486767,"mae":2.794687,"corr":0.241044,"wape":3.488769,"rse":2.916472,"n_runs":1,"submission_ids":["Autoformer_traffic_sl336_pl192_seed2021_1780538417"],"rank":107},{"model":"FEDformer","mse":25.868589,"mae":4.081607,"corr":0.233852,"wape":5.095304,"rse":4.197782,"n_runs":1,"submission_ids":["FEDformer_traffic_sl336_pl192_seed2021_1780528237"],"rank":108}]}},"weather":{"horizons":{"192":[{"model":"TimePerceiver","mse":0.187353,"mae":0.239276,"corr":0.652246,"wape":0.393841,"rse":0.569778,"n_runs":1,"submission_ids":["TimePerceiver_weather_sl336_pl192_seed2021_1780450197"],"rank":1},{"model":"WPMixer","mse":0.188088,"mae":0.236075,"corr":0.651818,"wape":0.388574,"rse":0.570895,"n_runs":1,"submission_ids":["WPMixer_weather_sl336_pl192_seed2021_1780442647"],"rank":2},{"model":"MoFo","mse":0.188572,"mae":0.239606,"corr":0.657823,"wape":0.394386,"rse":0.571629,"n_runs":2,"submission_ids":["MoFo_weather_sl336_pl192_seed2021_1780455465","MoFo_weather_sl336_pl192_seed2021_1780945435"],"rank":3},{"model":"PaiFilter","mse":0.189214,"mae":0.238286,"corr":0.649667,"wape":0.392212,"rse":0.5726,"n_runs":1,"submission_ids":["PaiFilter_weather_sl336_pl192_seed2021_1780455515"],"rank":4},{"model":"TimeXer","mse":0.189307,"mae":0.241075,"corr":0.658019,"wape":0.396802,"rse":0.572741,"n_runs":1,"submission_ids":["TimeXer_weather_sl336_pl192_seed2021_1780450000"],"rank":5},{"model":"Amplifier","mse":0.190344,"mae":0.238702,"corr":0.650292,"wape":0.392897,"rse":0.574308,"n_runs":1,"submission_ids":["Amplifier_weather_sl336_pl192_seed2021_1780451036"],"rank":6},{"model":"Pathformer","mse":0.190394,"mae":0.244149,"corr":0.650532,"wape":0.401863,"rse":0.574384,"n_runs":1,"submission_ids":["Pathformer_weather_sl336_pl192_seed2021_1781155362"],"rank":7},{"model":"Fredformer","mse":0.19062,"mae":0.241355,"corr":0.646832,"wape":0.397264,"rse":0.574723,"n_runs":1,"submission_ids":["Fredformer_weather_sl336_pl192_seed2021_1780455263"],"rank":8},{"model":"TimeEmb","mse":0.190796,"mae":0.240318,"corr":0.653112,"wape":0.395558,"rse":0.57499,"n_runs":1,"submission_ids":["TimeEmb_weather_sl336_pl192_seed2021_1780438601"],"rank":9},{"model":"CrossLinear","mse":0.19104,"mae":0.242295,"corr":0.643051,"wape":0.39881,"rse":0.575356,"n_runs":1,"submission_ids":["CrossLinear_weather_sl336_pl192_seed2021_1780436761"],"rank":10},{"model":"CrossGNN","mse":0.191057,"mae":0.248988,"corr":0.647279,"wape":0.409827,"rse":0.575383,"n_runs":1,"submission_ids":["CrossGNN_weather_sl336_pl192_seed2021_1780456319"],"rank":11},{"model":"xPatch","mse":0.191455,"mae":0.239053,"corr":0.645839,"wape":0.393475,"rse":0.575981,"n_runs":1,"submission_ids":["xPatch_weather_sl336_pl192_seed2021_1780443036"],"rank":12},{"model":"UMixer","mse":0.191961,"mae":0.245811,"corr":0.649966,"wape":0.404599,"rse":0.576742,"n_runs":1,"submission_ids":["UMixer_weather_sl336_pl192_seed2021_1780443278"],"rank":13},{"model":"TimeFilter","mse":0.192437,"mae":0.24491,"corr":0.647699,"wape":0.403115,"rse":0.577456,"n_runs":1,"submission_ids":["TimeFilter_weather_sl336_pl192_seed2021_1780439982"],"rank":14},{"model":"PAttn","mse":0.192457,"mae":0.239696,"corr":0.654165,"wape":0.394533,"rse":0.577487,"n_runs":1,"submission_ids":["PAttn_weather_sl336_pl192_seed2021_1780437906"],"rank":15},{"model":"DUET","mse":0.192989,"mae":0.243427,"corr":0.648222,"wape":0.400675,"rse":0.578284,"n_runs":1,"submission_ids":["DUET_weather_sl336_pl192_seed2021_1780455116"],"rank":16},{"model":"Sumba","mse":0.193023,"mae":0.245618,"corr":0.64434,"wape":0.40428,"rse":0.578336,"n_runs":1,"submission_ids":["Sumba_weather_sl336_pl192_seed2021_1780459536"],"rank":17},{"model":"SegRNN","mse":0.193969,"mae":0.25957,"corr":0.633122,"wape":0.427245,"rse":0.579751,"n_runs":1,"submission_ids":["SegRNN_weather_sl336_pl192_seed2021_1780442006"],"rank":18},{"model":"HMformer","mse":0.19426,"mae":0.242599,"corr":0.646427,"wape":0.39931,"rse":0.580186,"n_runs":1,"submission_ids":["HMformer_weather_sl336_pl192_seed2021_1780938951"],"rank":19},{"model":"InterPDN","mse":0.194317,"mae":0.243431,"corr":0.641899,"wape":0.40068,"rse":0.580271,"n_runs":1,"submission_ids":["InterPDN_weather_sl336_pl192_seed2021_1780938937"],"rank":20},{"model":"COSA","mse":0.19436,"mae":0.242802,"corr":0.641826,"wape":0.399646,"rse":0.580335,"n_runs":1,"submission_ids":["COSA_weather_sl336_pl192_seed2021_1780938922"],"rank":21},{"model":"TimeMosaic","mse":0.194377,"mae":0.243028,"corr":0.645163,"wape":0.400018,"rse":0.580361,"n_runs":1,"submission_ids":["TimeMosaic_weather_sl336_pl192_seed2021_1780938980"],"rank":22},{"model":"TimeBridge","mse":0.194468,"mae":0.243292,"corr":0.640904,"wape":0.400453,"rse":0.580496,"n_runs":1,"submission_ids":["TimeBridge_weather_sl336_pl192_seed2021_1780450050"],"rank":23},{"model":"SymTime","mse":0.194498,"mae":0.243452,"corr":0.642258,"wape":0.400715,"rse":0.580541,"n_runs":1,"submission_ids":["SymTime_weather_sl336_pl192_seed2021_1780938941"],"rank":24},{"model":"DynamicTMoE","mse":0.19462,"mae":0.243329,"corr":0.64401,"wape":0.400513,"rse":0.580723,"n_runs":1,"submission_ids":["DynamicTMoE_weather_sl336_pl192_seed2021_1780939008"],"rank":25},{"model":"FTP","mse":0.19466,"mae":0.243553,"corr":0.643203,"wape":0.400883,"rse":0.580782,"n_runs":1,"submission_ids":["FTP_weather_sl336_pl192_seed2021_1780938939"],"rank":26},{"model":"DTAF","mse":0.194763,"mae":0.241444,"corr":0.649423,"wape":0.397411,"rse":0.580935,"n_runs":1,"submission_ids":["DTAF_weather_sl336_pl192_seed2021_1780453769"],"rank":27},{"model":"MMPD","mse":0.194874,"mae":0.244084,"corr":0.64231,"wape":0.401755,"rse":0.581102,"n_runs":1,"submission_ids":["MMPD_weather_sl336_pl192_seed2021_1780938921"],"rank":28},{"model":"Koopa","mse":0.194921,"mae":0.244073,"corr":0.63967,"wape":0.401737,"rse":0.581171,"n_runs":1,"submission_ids":["Koopa_weather_sl336_pl192_seed2021_1780451281"],"rank":29},{"model":"GOTSF","mse":0.195297,"mae":0.244588,"corr":0.638961,"wape":0.402584,"rse":0.581733,"n_runs":1,"submission_ids":["GOTSF_weather_sl336_pl192_seed2021_1780938937"],"rank":30},{"model":"HN_MVTS","mse":0.195316,"mae":0.243869,"corr":0.644481,"wape":0.401402,"rse":0.58176,"n_runs":1,"submission_ids":["HN_MVTS_weather_sl336_pl192_seed2021_1780938942"],"rank":31},{"model":"TimeO1","mse":0.195622,"mae":0.244096,"corr":0.640591,"wape":0.401774,"rse":0.582216,"n_runs":1,"submission_ids":["TimeO1_weather_sl336_pl192_seed2021_1780938938"],"rank":32},{"model":"APN","mse":0.195761,"mae":0.243682,"corr":0.644401,"wape":0.401094,"rse":0.582423,"n_runs":1,"submission_ids":["APN_weather_sl336_pl192_seed2021_1780938925"],"rank":33},{"model":"CMoS","mse":0.196008,"mae":0.24236,"corr":0.644741,"wape":0.398918,"rse":0.58279,"n_runs":1,"submission_ids":["CMoS_weather_sl336_pl192_seed2021_1780451173"],"rank":34},{"model":"ModernTCN","mse":0.196198,"mae":0.249773,"corr":0.637382,"wape":0.411121,"rse":0.583072,"n_runs":1,"submission_ids":["ModernTCN_weather_sl336_pl192_seed2021_1780448208"],"rank":35},{"model":"FeTS","mse":0.196226,"mae":0.243755,"corr":0.644472,"wape":0.401214,"rse":0.583114,"n_runs":1,"submission_ids":["FeTS_weather_sl336_pl192_seed2021_1780938939"],"rank":36},{"model":"OccamVTS","mse":0.196311,"mae":0.244473,"corr":0.643961,"wape":0.402397,"rse":0.58324,"n_runs":1,"submission_ids":["OccamVTS_weather_sl336_pl192_seed2021_1780938948"],"rank":37},{"model":"TimeCAP","mse":0.196508,"mae":0.243479,"corr":0.645586,"wape":0.40076,"rse":0.583533,"n_runs":1,"submission_ids":["TimeCAP_weather_sl336_pl192_seed2021_1780938929"],"rank":38},{"model":"PMDformer","mse":0.196773,"mae":0.243462,"corr":0.646224,"wape":0.400732,"rse":0.583926,"n_runs":1,"submission_ids":["PMDformer_weather_sl336_pl192_seed2021_1780938922"],"rank":39},{"model":"NHiTS","mse":0.196859,"mae":0.242909,"corr":0.647629,"wape":0.399822,"rse":0.584054,"n_runs":1,"submission_ids":["NHiTS_weather_sl336_pl192_seed2021_1780447976"],"rank":40},{"model":"MultiPatchFormer","mse":0.196906,"mae":0.243739,"corr":0.642147,"wape":0.401188,"rse":0.584124,"n_runs":1,"submission_ids":["MultiPatchFormer_weather_sl336_pl192_seed2021_1781154101"],"rank":41},{"model":"CoRA","mse":0.196927,"mae":0.243801,"corr":0.645297,"wape":0.40129,"rse":0.584156,"n_runs":1,"submission_ids":["CoRA_weather_sl336_pl192_seed2021_1780938959"],"rank":42},{"model":"Aurora","mse":0.196932,"mae":0.244169,"corr":0.645463,"wape":0.401895,"rse":0.584162,"n_runs":1,"submission_ids":["Aurora_weather_sl336_pl192_seed2021_1780938916"],"rank":43},{"model":"TSRAG","mse":0.197083,"mae":0.244318,"corr":0.645244,"wape":0.402142,"rse":0.584386,"n_runs":1,"submission_ids":["TSRAG_weather_sl336_pl192_seed2021_1780938981"],"rank":44},{"model":"Kronos","mse":0.197141,"mae":0.244302,"corr":0.643723,"wape":0.402114,"rse":0.584472,"n_runs":2,"submission_ids":["Kronos_weather_sl336_pl192_seed2021_1780938983","Kronos_weather_sl336_pl192_seed2021_1780945431"],"rank":45},{"model":"Sonnet","mse":0.197231,"mae":0.244334,"corr":0.64404,"wape":0.402167,"rse":0.584605,"n_runs":1,"submission_ids":["Sonnet_weather_sl336_pl192_seed2021_1780938923"],"rank":46},{"model":"PatchMLP","mse":0.197445,"mae":0.24637,"corr":0.636047,"wape":0.405519,"rse":0.584922,"n_runs":1,"submission_ids":["PatchMLP_weather_sl336_pl192_seed2021_1780437788"],"rank":47},{"model":"TimeKAN","mse":0.197734,"mae":0.242688,"corr":0.645076,"wape":0.399458,"rse":0.585351,"n_runs":1,"submission_ids":["TimeKAN_weather_sl336_pl192_seed2021_1780438749"],"rank":48},{"model":"DSFormer","mse":0.198039,"mae":0.244952,"corr":0.644132,"wape":0.403184,"rse":0.585802,"n_runs":1,"submission_ids":["DSFormer_weather_sl336_pl192_seed2021_1780453306"],"rank":49},{"model":"LatentTSF","mse":0.198276,"mae":0.245329,"corr":0.641547,"wape":0.403805,"rse":0.586152,"n_runs":1,"submission_ids":["LatentTSF_weather_sl336_pl192_seed2021_1780938976"],"rank":50},{"model":"SEMPO","mse":0.198384,"mae":0.247758,"corr":0.637185,"wape":0.407804,"rse":0.586311,"n_runs":1,"submission_ids":["SEMPO_weather_sl336_pl192_seed2021_1780938936"],"rank":51},{"model":"OLinear","mse":0.199272,"mae":0.247058,"corr":0.639134,"wape":0.406651,"rse":0.587622,"n_runs":1,"submission_ids":["OLinear_weather_sl336_pl192_seed2021_1780938974"],"rank":52},{"model":"Crossformer","mse":0.199274,"mae":0.272998,"corr":0.633257,"wape":0.449347,"rse":0.587626,"n_runs":1,"submission_ids":["Crossformer_weather_sl336_pl192_seed2021_1780453146"],"rank":53},{"model":"AMRC","mse":0.199285,"mae":0.248583,"corr":0.633755,"wape":0.409161,"rse":0.587642,"n_runs":1,"submission_ids":["AMRC_weather_sl336_pl192_seed2021_1780938946"],"rank":54},{"model":"PULSE","mse":0.199403,"mae":0.24777,"corr":0.63678,"wape":0.407823,"rse":0.587816,"n_runs":1,"submission_ids":["PULSE_weather_sl336_pl192_seed2021_1780938963"],"rank":55},{"model":"PhaseFormer","mse":0.199512,"mae":0.247147,"corr":0.639327,"wape":0.406799,"rse":0.587976,"n_runs":1,"submission_ids":["PhaseFormer_weather_sl336_pl192_seed2021_1780938919"],"rank":56},{"model":"LightTS","mse":0.199631,"mae":0.271017,"corr":0.634185,"wape":0.446086,"rse":0.588152,"n_runs":1,"submission_ids":["LightTS_weather_sl336_pl192_seed2021_1780436913"],"rank":57},{"model":"PHAT","mse":0.200133,"mae":0.24966,"corr":0.624427,"wape":0.410934,"rse":0.588892,"n_runs":1,"submission_ids":["PHAT_weather_sl336_pl192_seed2021_1780439051"],"rank":58},{"model":"ImplicitForecaster","mse":0.200322,"mae":0.24929,"corr":0.632431,"wape":0.410325,"rse":0.589168,"n_runs":1,"submission_ids":["ImplicitForecaster_weather_sl336_pl192_seed2021_1780938944"],"rank":59},{"model":"MAFS","mse":0.200652,"mae":0.248698,"corr":0.634631,"wape":0.409351,"rse":0.589654,"n_runs":1,"submission_ids":["MAFS_weather_sl336_pl192_seed2021_1780938981"],"rank":60},{"model":"TiRex","mse":0.200838,"mae":0.248924,"corr":0.633235,"wape":0.409722,"rse":0.589926,"n_runs":1,"submission_ids":["TiRex_weather_sl336_pl192_seed2021_1780938956"],"rank":61},{"model":"CARD","mse":0.201188,"mae":0.25394,"corr":0.637493,"wape":0.417979,"rse":0.590441,"n_runs":1,"submission_ids":["CARD_weather_sl336_pl192_seed2021_1780452223"],"rank":62},{"model":"SOFTS","mse":0.201241,"mae":0.248718,"corr":0.642056,"wape":0.409384,"rse":0.590518,"n_runs":1,"submission_ids":["SOFTS_weather_sl336_pl192_seed2021_1780448332"],"rank":63},{"model":"GTR","mse":0.20126,"mae":0.249925,"corr":0.636319,"wape":0.41137,"rse":0.590547,"n_runs":1,"submission_ids":["GTR_weather_sl336_pl192_seed2021_1780938915"],"rank":64},{"model":"NBeats","mse":0.201932,"mae":0.264133,"corr":0.61598,"wape":0.434757,"rse":0.591531,"n_runs":1,"submission_ids":["NBeats_weather_sl336_pl192_seed2021_1780447761"],"rank":65},{"model":"CATS","mse":0.204237,"mae":0.257504,"corr":0.628147,"wape":0.423844,"rse":0.594898,"n_runs":1,"submission_ids":["CATS_weather_sl336_pl192_seed2021_1780450987"],"rank":66},{"model":"S_Mamba","mse":0.204363,"mae":0.252057,"corr":0.636718,"wape":0.414879,"rse":0.595082,"n_runs":1,"submission_ids":["S_Mamba_weather_sl336_pl192_seed2021_1780455826"],"rank":67},{"model":"DistDF","mse":0.207159,"mae":0.253975,"corr":0.622163,"wape":0.418036,"rse":0.599139,"n_runs":1,"submission_ids":["DistDF_weather_sl336_pl192_seed2021_1780938925"],"rank":68},{"model":"TexFilter","mse":0.20741,"mae":0.251898,"corr":0.6382,"wape":0.414617,"rse":0.5995,"n_runs":1,"submission_ids":["TexFilter_weather_sl336_pl192_seed2021_1780442992"],"rank":69},{"model":"FreTS","mse":0.207623,"mae":0.271537,"corr":0.59918,"wape":0.446943,"rse":0.599808,"n_runs":1,"submission_ids":["FreTS_weather_sl336_pl192_seed2021_1780440172"],"rank":70},{"model":"HDMixer","mse":0.209078,"mae":0.26071,"corr":0.619817,"wape":0.429123,"rse":0.601907,"n_runs":1,"submission_ids":["HDMixer_weather_sl336_pl192_seed2021_1780455366"],"rank":71},{"model":"MTSMixer","mse":0.210429,"mae":0.263291,"corr":0.621548,"wape":0.433371,"rse":0.603848,"n_runs":1,"submission_ids":["MTSMixer_weather_sl336_pl192_seed2021_1780448144"],"rank":72},{"model":"TSMixer","mse":0.211169,"mae":0.294363,"corr":0.605147,"wape":0.484514,"rse":0.60491,"n_runs":1,"submission_ids":["TSMixer_weather_sl336_pl192_seed2021_1780437114"],"rank":73},{"model":"PWS","mse":0.21161,"mae":0.259109,"corr":0.615355,"wape":0.426486,"rse":0.60554,"n_runs":1,"submission_ids":["PWS_weather_sl336_pl192_seed2021_1780454554"],"rank":74},{"model":"CycleNet","mse":0.212698,"mae":0.258569,"corr":0.634562,"wape":0.425597,"rse":0.607094,"n_runs":1,"submission_ids":["CycleNet_weather_sl336_pl192_seed2021_1780438782"],"rank":75},{"model":"SCINet","mse":0.212976,"mae":0.262419,"corr":0.628591,"wape":0.431934,"rse":0.607493,"n_runs":1,"submission_ids":["SCINet_weather_sl336_pl192_seed2021_1780448256"],"rank":76},{"model":"NLinear","mse":0.215958,"mae":0.258974,"corr":0.632965,"wape":0.426263,"rse":0.61173,"n_runs":1,"submission_ids":["NLinear_weather_sl336_pl192_seed2021_1780436748"],"rank":77},{"model":"DLinear","mse":0.217156,"mae":0.277787,"corr":0.636081,"wape":0.45723,"rse":0.613425,"n_runs":1,"submission_ids":["DLinear_weather_sl336_pl192_seed2021_1780436721"],"rank":78},{"model":"TimeAlign","mse":0.21724,"mae":0.26139,"corr":0.614243,"wape":0.43024,"rse":0.613543,"n_runs":1,"submission_ids":["TimeAlign_weather_sl336_pl192_seed2021_1780938917"],"rank":79},{"model":"MICN","mse":0.217756,"mae":0.278907,"corr":0.632543,"wape":0.459073,"rse":0.614272,"n_runs":1,"submission_ids":["MICN_weather_sl336_pl192_seed2021_1780451633"],"rank":80},{"model":"RLinear","mse":0.218387,"mae":0.26147,"corr":0.62912,"wape":0.430373,"rse":0.615161,"n_runs":1,"submission_ids":["RLinear_weather_sl336_pl192_seed2021_1780436754"],"rank":81},{"model":"SVTime","mse":0.218387,"mae":0.26147,"corr":0.62912,"wape":0.430373,"rse":0.615161,"n_runs":1,"submission_ids":["SVTime_weather_sl336_pl192_seed2021_1780455543"],"rank":82},{"model":"TimeMixer","mse":0.218396,"mae":0.261593,"corr":0.624881,"wape":0.430574,"rse":0.615174,"n_runs":1,"submission_ids":["TimeMixer_weather_sl336_pl192_seed2021_1780439204"],"rank":83},{"model":"TiDE","mse":0.218402,"mae":0.261551,"corr":0.628705,"wape":0.430507,"rse":0.615182,"n_runs":1,"submission_ids":["TiDE_weather_sl336_pl192_seed2021_1780442041"],"rank":84},{"model":"FITS","mse":0.219266,"mae":0.262756,"corr":0.626444,"wape":0.43249,"rse":0.616397,"n_runs":1,"submission_ids":["FITS_weather_sl336_pl192_seed2021_1780436967"],"rank":85},{"model":"FiLM","mse":0.221569,"mae":0.265624,"corr":0.618517,"wape":0.437209,"rse":0.619626,"n_runs":1,"submission_ids":["FiLM_weather_sl336_pl192_seed2021_1780456509"],"rank":86},{"model":"S4","mse":0.222876,"mae":0.27164,"corr":0.604868,"wape":0.447112,"rse":0.621451,"n_runs":1,"submission_ids":["S4_weather_sl336_pl192_seed2021_1780449006"],"rank":87},{"model":"Linear","mse":0.224515,"mae":0.291227,"corr":0.633982,"wape":0.479352,"rse":0.623731,"n_runs":1,"submission_ids":["Linear_weather_sl336_pl192_seed2021_1780436663"],"rank":88},{"model":"SRSNet","mse":0.22745,"mae":0.272177,"corr":0.610028,"wape":0.447997,"rse":0.627795,"n_runs":1,"submission_ids":["SRSNet_weather_sl336_pl192_seed2021_1780449348"],"rank":89},{"model":"SparseTSF","mse":0.228061,"mae":0.271097,"corr":0.610891,"wape":0.446219,"rse":0.628639,"n_runs":1,"submission_ids":["SparseTSF_weather_sl336_pl192_seed2021_1780438138"],"rank":90},{"model":"MixLinear","mse":0.228581,"mae":0.273772,"corr":0.603736,"wape":0.45062,"rse":0.629355,"n_runs":1,"submission_ids":["MixLinear_weather_sl336_pl192_seed2021_1780436823"],"rank":91},{"model":"WaveNet","mse":0.239927,"mae":0.297954,"corr":0.496122,"wape":0.490425,"rse":0.644784,"n_runs":1,"submission_ids":["WaveNet_weather_sl336_pl192_seed2021_1780448856"],"rank":92},{"model":"PatchTST","mse":0.241311,"mae":0.281034,"corr":0.597737,"wape":0.462576,"rse":0.646642,"n_runs":1,"submission_ids":["PatchTST_weather_sl336_pl192_seed2021_1780449943"],"rank":93},{"model":"TimeBase","mse":0.244088,"mae":0.283122,"corr":0.580278,"wape":0.466011,"rse":0.650352,"n_runs":1,"submission_ids":["TimeBase_weather_sl336_pl192_seed2021_1780438572"],"rank":94},{"model":"iTransformer","mse":0.26994,"mae":0.307811,"corr":0.521168,"wape":0.506649,"rse":0.683926,"n_runs":1,"submission_ids":["iTransformer_weather_sl336_pl192_seed2021_1780449837"],"rank":95},{"model":"MambaSimple","mse":0.271894,"mae":0.309579,"corr":0.521554,"wape":0.509559,"rse":0.686396,"n_runs":1,"submission_ids":["MambaSimple_weather_sl336_pl192_seed2021_1780450249"],"rank":96},{"model":"ETSformer","mse":0.277703,"mae":0.331924,"corr":0.566996,"wape":0.546339,"rse":0.69369,"n_runs":1,"submission_ids":["ETSformer_weather_sl336_pl192_seed2021_1780938914"],"rank":97},{"model":"BiMamba","mse":0.281784,"mae":0.321841,"corr":0.422791,"wape":0.529742,"rse":0.698768,"n_runs":1,"submission_ids":["BiMamba_weather_sl336_pl192_seed2021_1780450371"],"rank":98},{"model":"TimesNet","mse":0.281804,"mae":0.320426,"corr":0.423113,"wape":0.527413,"rse":0.698794,"n_runs":1,"submission_ids":["TimesNet_weather_sl336_pl192_seed2021_1780626447"],"rank":99},{"model":"MSGNet","mse":0.281914,"mae":0.321268,"corr":0.422543,"wape":0.528797,"rse":0.69893,"n_runs":1,"submission_ids":["MSGNet_weather_sl336_pl192_seed2021_1780460814"],"rank":100},{"model":"NSTransformer","mse":0.282102,"mae":0.32063,"corr":0.422473,"wape":0.527749,"rse":0.699163,"n_runs":1,"submission_ids":["NSTransformer_weather_sl336_pl192_seed2021_1780454217"],"rank":101},{"model":"DeepAR","mse":0.29223,"mae":0.371687,"corr":0.415803,"wape":0.611786,"rse":0.711602,"n_runs":1,"submission_ids":["DeepAR_weather_sl336_pl192_seed2021_1780454767"],"rank":102},{"model":"Informer","mse":0.471378,"mae":0.487626,"corr":0.312514,"wape":0.802621,"rse":0.903774,"n_runs":1,"submission_ids":["Informer_weather_sl336_pl192_seed2021_1780443340"],"rank":103},{"model":"Pyraformer","mse":0.515597,"mae":0.524304,"corr":0.475677,"wape":0.862989,"rse":0.945215,"n_runs":1,"submission_ids":["Pyraformer_weather_sl336_pl192_seed2021_1780457090"],"rank":104},{"model":"Transformer","mse":0.64603,"mae":0.622946,"corr":0.005708,"wape":1.02535,"rse":1.058038,"n_runs":1,"submission_ids":["Transformer_weather_sl336_pl192_seed2021_1780443308"],"rank":105},{"model":"Reformer","mse":0.665913,"mae":0.623251,"corr":0.012608,"wape":1.025853,"rse":1.074196,"n_runs":1,"submission_ids":["Reformer_weather_sl336_pl192_seed2021_1780560025"],"rank":106},{"model":"Autoformer","mse":3.07218,"mae":1.415043,"corr":0.320815,"wape":2.329123,"rse":2.307271,"n_runs":1,"submission_ids":["Autoformer_weather_sl336_pl192_seed2021_1780452128"],"rank":107},{"model":"FEDformer","mse":20.903481,"mae":3.706038,"corr":0.092638,"wape":6.100029,"rse":6.018446,"n_runs":1,"submission_ids":["FEDformer_weather_sl336_pl192_seed2021_1780453932"],"rank":108}]}}}},"air_quality":{"datasets":{"Air-CHNCities":{"horizons":{"pm2_5":[{"model":"iTransformer","mae":0.5355858206748962,"mse":0.6682723760604858,"rmse":0.8174792817316447,"corr":0.7321410306904522,"n_runs":1},{"model":"Fredformer","mae":0.5224757194519043,"mse":0.6497445106506348,"rmse":0.8060673114887086,"corr":0.7379354090098615,"n_runs":1},{"model":"MMPD","mae":0.5800855159759521,"mse":0.7361876964569092,"rmse":0.8580138090129489,"corr":0.6939658111364408,"n_runs":1},{"model":"UMixer","mae":0.5319212675094604,"mse":0.6715680360794067,"rmse":0.8194925479096236,"corr":0.7264483252233253,"n_runs":1},{"model":"OLinear","mae":0.5952365398406982,"mse":0.7673700451850891,"rmse":0.875996601126448,"corr":0.6785396506391659,"n_runs":1},{"model":"SymTime","mae":0.6203837990760803,"mse":0.8521350622177124,"rmse":0.9231116195876382,"corr":0.6637448209669646,"n_runs":1},{"model":"TSMixer","mae":0.5383699536323547,"mse":0.6586288809776306,"rmse":0.811559536311188,"corr":0.7290782386058234,"n_runs":1},{"model":"DistDF","mae":0.7223051190376282,"mse":1.0930325984954834,"rmse":1.0454819933865354,"corr":0.5097458785410194,"n_runs":1},{"model":"FTP","mae":0.5796249508857727,"mse":0.7364095449447632,"rmse":0.8581430795297269,"corr":0.6943056413378007,"n_runs":1},{"model":"S_Mamba","mae":0.5435137152671814,"mse":0.6821081042289734,"rmse":0.8258983619241373,"corr":0.7227564821602986,"n_runs":1},{"model":"ImplicitForecaster","mae":0.5955266952514648,"mse":0.7678005695343018,"rmse":0.8762423006990143,"corr":0.6792498228395052,"n_runs":1},{"model":"GOTSF","mae":0.6231055855751038,"mse":0.8586025238037109,"rmse":0.9266080745405314,"corr":0.6614561921100597,"n_runs":1},{"model":"S4","mae":0.6017164587974548,"mse":0.7807411551475525,"rmse":0.8835955834812397,"corr":0.6753463388393176,"n_runs":1},{"model":"FeTS","mae":0.5943024158477783,"mse":0.7668566703796387,"rmse":0.8757035288153399,"corr":0.6796143103126757,"n_runs":1},{"model":"SparseTSF","mae":0.8384207487106323,"mse":1.3455233573913574,"rmse":1.159966963922403,"corr":0.33345661200291754,"n_runs":1},{"model":"DeepAR","mae":0.6216738820075989,"mse":0.8854116797447205,"rmse":0.9409631659872348,"corr":0.6306989769840823,"n_runs":1},{"model":"CATS","mae":0.6356188058853149,"mse":0.8671712875366211,"rmse":0.9312203216943996,"corr":0.630613781792767,"n_runs":1},{"model":"CARD","mae":0.525823175907135,"mse":0.6504277586936951,"rmse":0.8064910158790952,"corr":0.7367423992951847,"n_runs":1},{"model":"Pyraformer","mae":0.6023973226547241,"mse":0.7814207673072815,"rmse":0.8839800717817577,"corr":0.673279250467138,"n_runs":1},{"model":"FiLM","mae":0.585307240486145,"mse":0.7615252733230591,"rmse":0.8726541544753335,"corr":0.6824339538748312,"n_runs":1},{"model":"RLinear","mae":0.6047728657722473,"mse":0.7867186665534973,"rmse":0.8869716266902213,"corr":0.6704727300152156,"n_runs":1},{"model":"FreTS","mae":0.536757230758667,"mse":0.6793566346168518,"rmse":0.8242309352462159,"corr":0.7260443518634955,"n_runs":1},{"model":"TimesNet","mae":0.6190477013587952,"mse":0.8196879029273987,"rmse":0.9053661706334066,"corr":0.6613102571825389,"n_runs":1},{"model":"TexFilter","mae":0.5325176119804382,"mse":0.6633883118629456,"rmse":0.8144865326467624,"corr":0.7309617812787004,"n_runs":1},{"model":"Pathformer","mae":0.5438072681427002,"mse":0.684537947177887,"rmse":0.8273680844569042,"corr":0.7213313392906819,"n_runs":1},{"model":"TimeMosaic","mae":0.5548886656761169,"mse":0.6918831467628479,"rmse":0.8317951350920778,"corr":0.7155545892159108,"n_runs":1},{"model":"PAttn","mae":0.5316587686538696,"mse":0.6668678522109985,"rmse":0.816619772116129,"corr":0.7331319648140342,"n_runs":1},{"model":"CrossLinear","mae":0.515575110912323,"mse":0.6373281478881836,"rmse":0.7983283459129982,"corr":0.7450287082766605,"n_runs":1},{"model":"SegRNN","mae":0.5468050241470337,"mse":0.7062634825706482,"rmse":0.8403948373060416,"corr":0.7098120699465821,"n_runs":1},{"model":"DUET","mae":0.5231398940086365,"mse":0.6468344330787659,"rmse":0.8042601774791326,"corr":0.7382024451393484,"n_runs":1},{"model":"TimePerceiver","mae":0.5582650303840637,"mse":0.7161253690719604,"rmse":0.8462419093096019,"corr":0.7077288254962028,"n_runs":1},{"model":"SOFTS","mae":0.5376141667366028,"mse":0.6731182336807251,"rmse":0.8204378304787786,"corr":0.7295360461489805,"n_runs":1},{"model":"PHAT","mae":0.5998381972312927,"mse":0.7744211554527283,"rmse":0.8800120200615036,"corr":0.6750788613897863,"n_runs":1},{"model":"PaiFilter","mae":0.5928977131843567,"mse":0.7659959197044373,"rmse":0.8752119284518678,"corr":0.680452814318767,"n_runs":1},{"model":"Transformer","mae":0.6180871725082397,"mse":0.8103114366531372,"rmse":0.9001730037349138,"corr":0.6583745347860851,"n_runs":1},{"model":"MAFS","mae":0.5700698494911194,"mse":0.7166479825973511,"rmse":0.8465506379404312,"corr":0.7031985113990001,"n_runs":1},{"model":"COSA","mae":0.5771265625953674,"mse":0.7278044819831848,"rmse":0.8531145772891147,"corr":0.6979225160032727,"n_runs":1},{"model":"Kronos","mae":0.5789299011230469,"mse":0.7340028882026672,"rmse":0.8567396852035437,"corr":0.6949609309492114,"n_runs":1},{"model":"GTR","mae":0.6056540608406067,"mse":0.7909610867500305,"rmse":0.8893599309334947,"corr":0.6646866131543109,"n_runs":1},{"model":"Reformer","mae":0.6464089751243591,"mse":0.9168792366981506,"rmse":0.9575381123997888,"corr":0.6232437255889621,"n_runs":1},{"model":"PhaseFormer","mae":0.5896238684654236,"mse":0.7558196783065796,"rmse":0.8693789037620936,"corr":0.6842260492119008,"n_runs":1},{"model":"Linear","mae":0.606185793876648,"mse":0.7931832671165466,"rmse":0.8906083691031353,"corr":0.666517022010127,"n_runs":1},{"model":"MixLinear","mae":0.7293006181716919,"mse":1.089624285697937,"rmse":1.0438507008657594,"corr":0.5102180276857248,"n_runs":1},{"model":"CycleNet","mae":0.6012441515922546,"mse":0.7827720046043396,"rmse":0.8847440333815988,"corr":0.6722834269545351,"n_runs":1},{"model":"MoFo","mae":0.5248193144798279,"mse":0.6514443755149841,"rmse":0.8071210414274826,"corr":0.735608135363597,"n_runs":1},{"model":"NLinear","mae":0.5521801114082336,"mse":0.6963953375816345,"rmse":0.8345030482758193,"corr":0.7172410917659745,"n_runs":1},{"model":"MICN","mae":0.5635190010070801,"mse":0.6903505325317383,"rmse":0.830873355290527,"corr":0.7131988610396565,"n_runs":1},{"model":"TimeXer","mae":0.5253807902336121,"mse":0.6497589945793152,"rmse":0.8060762957557523,"corr":0.7355689496615256,"n_runs":1},{"model":"AMRC","mae":0.5784127712249756,"mse":0.7319960594177246,"rmse":0.8555676825463457,"corr":0.6957460074038857,"n_runs":1},{"model":"PULSE","mae":0.5943877696990967,"mse":0.7661256790161133,"rmse":0.8752860555361963,"corr":0.679923283573687,"n_runs":1},{"model":"OccamVTS","mae":0.5824514031410217,"mse":0.7408577799797058,"rmse":0.8607309567917875,"corr":0.6917643039511738,"n_runs":1},{"model":"TimeBridge","mae":0.5764583945274353,"mse":0.7319280505180359,"rmse":0.8555279367256431,"corr":0.698480512713634,"n_runs":1},{"model":"SRSNet","mae":0.5441489219665527,"mse":0.6791017055511475,"rmse":0.8240762741100774,"corr":0.7204231615734472,"n_runs":1},{"model":"NBeats","mae":0.5350426435470581,"mse":0.6665952205657959,"rmse":0.816452828132646,"corr":0.7291218276571017,"n_runs":1},{"model":"Amplifier","mae":0.5446255207061768,"mse":0.6837661862373352,"rmse":0.8269015577669057,"corr":0.7221497417065826,"n_runs":1},{"model":"Aurora","mae":0.557145893573761,"mse":0.6945146322250366,"rmse":0.8333754449376564,"corr":0.7139164386106631,"n_runs":1},{"model":"xPatch","mae":0.5283056497573853,"mse":0.6591172814369202,"rmse":0.8118603829704466,"corr":0.7335559585973271,"n_runs":1},{"model":"MultiPatchFormer","mae":0.5239822268486023,"mse":0.6562485098838806,"rmse":0.8100916675808242,"corr":0.7365481121421598,"n_runs":1},{"model":"Informer","mae":0.6512404084205627,"mse":0.9090753793716431,"rmse":0.9534544453573244,"corr":0.6174472982053781,"n_runs":1},{"model":"NSTransformer","mae":0.6600707769393921,"mse":0.9285162091255188,"rmse":0.9635954592698737,"corr":0.6080697626432962,"n_runs":1},{"model":"DLinear","mae":0.5564830303192139,"mse":0.7006351351737976,"rmse":0.8370395063399323,"corr":0.7109421590306978,"n_runs":1},{"model":"TSRAG","mae":0.5585054755210876,"mse":0.6969984173774719,"rmse":0.8348643107580249,"corr":0.7127701035332632,"n_runs":1},{"model":"DynamicTMoE","mae":0.5608469843864441,"mse":0.7005805969238281,"rmse":0.8370069276438685,"corr":0.7110816471321171,"n_runs":1},{"model":"ETSformer","mae":0.682457685470581,"mse":0.935285747051239,"rmse":0.967101725286042,"corr":0.6194796211803612,"n_runs":1},{"model":"FITS","mae":0.6146764159202576,"mse":0.8008471727371216,"rmse":0.8949006496461613,"corr":0.6612777850389325,"n_runs":1},{"model":"MambaSimple","mae":0.6942965388298035,"mse":1.0168112516403198,"rmse":1.0083705924115003,"corr":0.5597577328481154,"n_runs":1},{"model":"Autoformer","mae":0.7667360901832581,"mse":1.1674585342407227,"rmse":1.0804899510132997,"corr":0.4397686851485407,"n_runs":1},{"model":"TimeBase","mae":0.7187277674674988,"mse":1.0753581523895264,"rmse":1.0369947697021071,"corr":0.5292878887810415,"n_runs":1},{"model":"MSGNet","mae":0.6057371497154236,"mse":0.7799578905105591,"rmse":0.8831522465071122,"corr":0.6758828820867492,"n_runs":1},{"model":"CMoS","mae":0.6537832021713257,"mse":0.9019315242767334,"rmse":0.9497007551206503,"corr":0.6093444506067485,"n_runs":1},{"model":"SVTime","mae":0.5680599212646484,"mse":0.7146129012107849,"rmse":0.8453477989625247,"corr":0.7078435831122357,"n_runs":1},{"model":"PatchMLP","mae":0.5481572151184082,"mse":0.6843935251235962,"rmse":0.8272808018584719,"corr":0.7262433492631808,"n_runs":1},{"model":"SCINet","mae":0.5682839155197144,"mse":0.7126758098602295,"rmse":0.8442012851567033,"corr":0.7160457134350017,"n_runs":1},{"model":"Sonnet","mae":0.5769174695014954,"mse":0.730518639087677,"rmse":0.8547038312115355,"corr":0.6968900307733068,"n_runs":1},{"model":"Koopa","mae":0.5919163227081299,"mse":0.760668933391571,"rmse":0.8721633639356626,"corr":0.6814989988584174,"n_runs":1},{"model":"TiDE","mae":0.5985761880874634,"mse":0.7765895128250122,"rmse":0.8812431632784519,"corr":0.675806441033007,"n_runs":1},{"model":"HN_MVTS","mae":0.5846765041351318,"mse":0.7451727390289307,"rmse":0.8632338843146339,"corr":0.6896991225806813,"n_runs":1},{"model":"CoRA","mae":0.5641615986824036,"mse":0.7056393623352051,"rmse":0.8400234296346769,"corr":0.7083558371531373,"n_runs":1},{"model":"PWS","mae":0.705277144908905,"mse":1.0535176992416382,"rmse":1.0264101028544284,"corr":0.5328547875020317,"n_runs":1},{"model":"PatchTST","mae":0.5310838222503662,"mse":0.6694477200508118,"rmse":0.8181978489649138,"corr":0.7329079756541071,"n_runs":1},{"model":"HMformer","mae":0.5603053569793701,"mse":0.7001953125,"rmse":0.8367767399372428,"corr":0.7114257596513508,"n_runs":1},{"model":"TiRex","mae":0.5749746561050415,"mse":0.7255535125732422,"rmse":0.8517942900567262,"corr":0.6988028255620576,"n_runs":1},{"model":"TimeMixer","mae":0.560815155506134,"mse":0.7035266160964966,"rmse":0.8387649349469114,"corr":0.7116986714581575,"n_runs":1},{"model":"WPMixer","mae":0.5380759835243225,"mse":0.6768688559532166,"rmse":0.8227203996214124,"corr":0.7233700868132635,"n_runs":1},{"model":"SEMPO","mae":0.5713278651237488,"mse":0.7190171480178833,"rmse":0.8479487885585327,"corr":0.7020750376354971,"n_runs":1},{"model":"NHiTS","mae":0.5371211171150208,"mse":0.6767581105232239,"rmse":0.8226530924534496,"corr":0.7251108775878323,"n_runs":1},{"model":"HDMixer","mae":0.5369245409965515,"mse":0.6583822965621948,"rmse":0.811407601986939,"corr":0.7319696453423082,"n_runs":1},{"model":"ModernTCN","mae":0.6075542569160461,"mse":0.7947582602500916,"rmse":0.8914921537793205,"corr":0.6641965384744647,"n_runs":1},{"model":"APN","mae":0.5672429800033569,"mse":0.7102071642875671,"rmse":0.8427378977401973,"corr":0.7059190477144193,"n_runs":1},{"model":"Crossformer","mae":0.5257266163825989,"mse":0.6679352521896362,"rmse":0.8172730585242831,"corr":0.7351685972846401,"n_runs":1},{"model":"DSFormer","mae":0.5334425568580627,"mse":0.657226026058197,"rmse":0.8106947798389953,"corr":0.734414987661328,"n_runs":1},{"model":"MTSMixer","mae":0.622259795665741,"mse":0.8230167031288147,"rmse":0.9072026802919041,"corr":0.6532454271687061,"n_runs":1},{"model":"InterPDN","mae":0.6290510296821594,"mse":0.8717934489250183,"rmse":0.9336987998948153,"corr":0.6573473605315248,"n_runs":1},{"model":"BiMamba","mae":0.633669912815094,"mse":0.852873682975769,"rmse":0.9235116041370401,"corr":0.646851429432863,"n_runs":1},{"model":"FEDformer","mae":0.7737701535224915,"mse":1.182698130607605,"rmse":1.0875192552813053,"corr":0.4355946573988784,"n_runs":1},{"model":"PMDformer","mae":0.5565739870071411,"mse":0.693902850151062,"rmse":0.8330083133745197,"corr":0.7144186602165501,"n_runs":1},{"model":"LightTS","mae":0.5485323071479797,"mse":0.688519299030304,"rmse":0.8297706303734207,"corr":0.7173523354645746,"n_runs":1},{"model":"TimeEmb","mae":0.5785034894943237,"mse":0.7371425628662109,"rmse":0.858570068699236,"corr":0.6931730724827128,"n_runs":1},{"model":"TimeCAP","mae":0.5568110942840576,"mse":0.6941893100738525,"rmse":0.8331802386481886,"corr":0.7142121000480123,"n_runs":1},{"model":"TimeKAN","mae":0.5754281282424927,"mse":0.7340942025184631,"rmse":0.8567929752971035,"corr":0.6985723432295325,"n_runs":1},{"model":"TimeAlign","mae":0.7115026712417603,"mse":1.0645830631256104,"rmse":1.0317863456770546,"corr":0.5291049539316316,"n_runs":1},{"model":"CrossGNN","mae":0.542122483253479,"mse":0.6863206624984741,"rmse":0.8284447250713074,"corr":0.7164406566590841,"n_runs":1},{"model":"TimeFilter","mae":0.5410167574882507,"mse":0.6789360046386719,"rmse":0.823975730612663,"corr":0.7226550808829151,"n_runs":1},{"model":"LatentTSF","mae":0.5670887231826782,"mse":0.709328293800354,"rmse":0.8422162987026278,"corr":0.7065202883845707,"n_runs":1},{"model":"DTAF","mae":0.5417385101318359,"mse":0.6836675405502319,"rmse":0.8268419078337962,"corr":0.720899341259917,"n_runs":1},{"model":"TimeO1","mae":0.5746607184410095,"mse":0.7233060002326965,"rmse":0.8504739856295996,"corr":0.7001653703445778,"n_runs":1},{"model":"STDN","mae":0.5735547542572021,"mse":0.9329677820205688,"rmse":0.9659025737726186,"corr":0.6862901262506852,"n_runs":1},{"model":"STPGNN","mae":0.5262853503227234,"mse":0.6612215042114258,"rmse":0.8131552768145982,"corr":0.7344075484300789,"n_runs":1},{"model":"D2STGNN","mae":0.8623604774475098,"mse":1.683063268661499,"rmse":1.2973292830509526,"corr":0.12794252269239093,"n_runs":1},{"model":"BigST","mae":0.5636233687400818,"mse":0.7200806736946106,"rmse":0.8485756735227629,"corr":0.7136250969474991,"n_runs":1},{"model":"Sumba","mae":0.5326696634292603,"mse":0.6519888043403625,"rmse":0.8074582369016756,"corr":0.7367602902384415,"n_runs":1},{"model":"DFDGCN","mae":0.8008095622062683,"mse":1.3917053937911987,"rmse":1.1797056386197358,"corr":0.3436594572169032,"n_runs":1},{"model":"GTS","mae":0.7995379567146301,"mse":1.440819501876831,"rmse":1.2003414105481953,"corr":0.4283955937895015,"n_runs":1},{"model":"StemGNN","mae":0.622056782245636,"mse":0.852547287940979,"rmse":0.9233348731316169,"corr":0.657477868957881,"n_runs":1},{"model":"MTGNN","mae":0.5296419262886047,"mse":0.6533056497573853,"rmse":0.8082732519126098,"corr":0.7374304620985831,"n_runs":1},{"model":"DSTAGNN","mae":0.832671582698822,"mse":1.5648549795150757,"rmse":1.2509416371338336,"corr":0.2940486054505669,"n_runs":1},{"model":"STGODE","mae":0.5282675623893738,"mse":0.6600137948989868,"rmse":0.8124123305926534,"corr":0.7360962532719819,"n_runs":1},{"model":"MegaCRN","mae":0.5565944910049438,"mse":0.7436310648918152,"rmse":0.8623404576452477,"corr":0.7185853718713714,"n_runs":1},{"model":"STNorm","mae":0.8034270405769348,"mse":1.4654048681259155,"rmse":1.2105390816185637,"corr":0.40311040919804286,"n_runs":1},{"model":"HimNet","mae":0.5820144414901733,"mse":0.7934658527374268,"rmse":0.8907670024969643,"corr":0.6834587649172598,"n_runs":1},{"model":"DGCRN","mae":0.6125454902648926,"mse":0.8942980766296387,"rmse":0.9456733456271456,"corr":0.6722956480960866,"n_runs":1},{"model":"STAEformer","mae":0.5669496059417725,"mse":0.7395668029785156,"rmse":0.8599806991895316,"corr":0.7089293765708637,"n_runs":1},{"model":"DCRNN","mae":0.7494640946388245,"mse":1.254150152206421,"rmse":1.1198884552518706,"corr":0.5033945684119941,"n_runs":1},{"model":"AGCRN","mae":0.5964622497558594,"mse":0.8339349031448364,"rmse":0.9132003630884278,"corr":0.6899066991501047,"n_runs":1},{"model":"STGCN","mae":0.576438307762146,"mse":0.781024158000946,"rmse":0.8837557117218231,"corr":0.7173753353603036,"n_runs":1},{"model":"STWave","mae":0.7153627872467041,"mse":1.2928552627563477,"rmse":1.1370379337367542,"corr":0.5596521841247553,"n_runs":1},{"model":"STTN","mae":0.5294908881187439,"mse":0.6511223316192627,"rmse":0.8069215151545178,"corr":0.7372181891748734,"n_runs":1},{"model":"STID","mae":0.7471810579299927,"mse":1.2646269798278809,"rmse":1.1245563480003484,"corr":0.5169956452762273,"n_runs":1},{"model":"GWNet","mae":0.7777697443962097,"mse":1.3181955814361572,"rmse":1.1481269883754834,"corr":0.42783129975238704,"n_runs":1},{"model":"AirCade","mae":0.42934128642082214,"mse":0.4564589858055115,"rmse":0.675617484828147,"corr":0.8310973453013231,"n_runs":1},{"model":"CauAir","mae":0.4981400668621063,"mse":0.5696170330047607,"rmse":0.7547297748232547,"corr":0.7779045155970951,"n_runs":1},{"model":"PM25GNN","mae":0.5730494856834412,"mse":0.7379505038261414,"rmse":0.8590404552907513,"corr":0.6934026544650811,"n_runs":1},{"model":"AirFormer","mae":0.5293073058128357,"mse":0.6568293571472168,"rmse":0.8104500954082348,"corr":0.7334298174239539,"n_runs":1},{"model":"DeepAir","mae":0.5174000263214111,"mse":0.6344186067581177,"rmse":0.7965039904219675,"corr":0.7458308596278235,"n_runs":1}],"pm10":[{"model":"iTransformer","mae":0.5393702983856201,"mse":0.8471685647964478,"rmse":0.9204176034803158,"corr":0.6746581255117716,"n_runs":1},{"model":"Fredformer","mae":0.5237706899642944,"mse":0.8166738152503967,"rmse":0.9037000692986565,"corr":0.68178620249713,"n_runs":1},{"model":"MMPD","mae":0.5767444372177124,"mse":0.9110138416290283,"rmse":0.954470450893598,"corr":0.6371552917728286,"n_runs":1},{"model":"UMixer","mae":0.5312862992286682,"mse":0.8416034579277039,"rmse":0.9173894799526011,"corr":0.6712003392908583,"n_runs":1},{"model":"OLinear","mae":0.5897696018218994,"mse":0.9406934380531311,"rmse":0.9698935189252123,"corr":0.6219936618053015,"n_runs":1},{"model":"SymTime","mae":0.6006148457527161,"mse":1.0000470876693726,"rmse":1.0000235435575366,"corr":0.6144572735145369,"n_runs":1},{"model":"TSMixer","mae":0.5435073375701904,"mse":0.8398737907409668,"rmse":0.9164462836091195,"corr":0.6711271695522758,"n_runs":1},{"model":"DistDF","mae":0.7064581513404846,"mse":1.2285000085830688,"rmse":1.1083771959865778,"corr":0.43492223281685277,"n_runs":1},{"model":"FTP","mae":0.5762312412261963,"mse":0.9106267094612122,"rmse":0.9542676298927949,"corr":0.6376590486726248,"n_runs":1},{"model":"S_Mamba","mae":0.544145941734314,"mse":0.8639866709709167,"rmse":0.9295088331860633,"corr":0.6640619784488379,"n_runs":1},{"model":"ImplicitForecaster","mae":0.5915942788124084,"mse":0.9425458312034607,"rmse":0.9708479959311141,"corr":0.620561039953358,"n_runs":1},{"model":"GOTSF","mae":0.6030839681625366,"mse":1.007688283920288,"rmse":1.003836781513951,"corr":0.612360750562265,"n_runs":1},{"model":"S4","mae":0.5975037217140198,"mse":0.9499556422233582,"rmse":0.9746566791559775,"corr":0.6177910042410466,"n_runs":1},{"model":"FeTS","mae":0.5889749526977539,"mse":0.9398659467697144,"rmse":0.9694668363434173,"corr":0.623238315427341,"n_runs":1},{"model":"SparseTSF","mae":0.7885882258415222,"mse":1.3645501136779785,"rmse":1.1681395951160882,"corr":0.2995296207726981,"n_runs":1},{"model":"DeepAR","mae":0.6043909788131714,"mse":1.0550947189331055,"rmse":1.0271780366290477,"corr":0.5845458023937721,"n_runs":1},{"model":"CATS","mae":0.6252394318580627,"mse":1.0277786254882812,"rmse":1.013794173137862,"corr":0.5684791382551918,"n_runs":1},{"model":"CARD","mae":0.5280292630195618,"mse":0.8260338306427002,"rmse":0.9088640330889435,"corr":0.6805355400824187,"n_runs":1},{"model":"Pyraformer","mae":0.59656822681427,"mse":0.9750401973724365,"rmse":0.9874412374275425,"corr":0.6225611901861525,"n_runs":1},{"model":"FiLM","mae":0.5854824185371399,"mse":0.9333967566490173,"rmse":0.966124607206036,"corr":0.6250087485915042,"n_runs":1},{"model":"RLinear","mae":0.6028916239738464,"mse":0.9619084000587463,"rmse":0.9807692899243666,"corr":0.6108325473538668,"n_runs":1},{"model":"FreTS","mae":0.540460467338562,"mse":0.8669874668121338,"rmse":0.9311216176268994,"corr":0.6682114800810828,"n_runs":1},{"model":"TimesNet","mae":0.6050224900245667,"mse":0.9719848036766052,"rmse":0.9858928966559224,"corr":0.6138709408096998,"n_runs":1},{"model":"TexFilter","mae":0.5346030592918396,"mse":0.8390070796012878,"rmse":0.9159732963363549,"corr":0.6737852425880062,"n_runs":1},{"model":"Pathformer","mae":0.5433779358863831,"mse":0.8599892854690552,"rmse":0.9273560726436503,"corr":0.6657485733191615,"n_runs":1},{"model":"TimeMosaic","mae":0.5536326766014099,"mse":0.8651533722877502,"rmse":0.9301362116850146,"corr":0.6590589976062065,"n_runs":1},{"model":"PAttn","mae":0.5296056270599365,"mse":0.8255415558815002,"rmse":0.908593174023171,"corr":0.6770186135413993,"n_runs":1},{"model":"CrossLinear","mae":0.5187240839004517,"mse":0.8060010671615601,"rmse":0.8977756218351889,"corr":0.6876290119008607,"n_runs":1},{"model":"SegRNN","mae":0.5428528785705566,"mse":0.8952032327651978,"rmse":0.9461518021782751,"corr":0.6572713950869186,"n_runs":1},{"model":"DUET","mae":0.5254751443862915,"mse":0.8331422209739685,"rmse":0.9127662466228517,"corr":0.6797009527115297,"n_runs":1},{"model":"TimePerceiver","mae":0.5530360341072083,"mse":0.8839702010154724,"rmse":0.9401968948127155,"corr":0.6541826702421403,"n_runs":1},{"model":"SOFTS","mae":0.5388742685317993,"mse":0.8546993732452393,"rmse":0.9244995258220737,"corr":0.6728353297722294,"n_runs":1},{"model":"PHAT","mae":0.5944523811340332,"mse":0.9565452933311462,"rmse":0.9780313355568656,"corr":0.6130674100984455,"n_runs":1},{"model":"PaiFilter","mae":0.5853283405303955,"mse":0.9281630516052246,"rmse":0.9634121919537995,"corr":0.624917168244741,"n_runs":1},{"model":"Transformer","mae":0.6097419261932373,"mse":1.0259160995483398,"rmse":1.0128751648393497,"corr":0.6033854683216111,"n_runs":1},{"model":"MAFS","mae":0.5675604939460754,"mse":0.890757143497467,"rmse":0.9437993131473804,"corr":0.6464949079333384,"n_runs":1},{"model":"COSA","mae":0.5744854211807251,"mse":0.9077908992767334,"rmse":0.9527806144526312,"corr":0.6404953821630304,"n_runs":1},{"model":"Kronos","mae":0.575437605381012,"mse":0.9087746143341064,"rmse":0.9532967084460674,"corr":0.6385663381672944,"n_runs":1},{"model":"GTR","mae":0.6011625528335571,"mse":0.9691436886787415,"rmse":0.9844509579855878,"corr":0.6054073783965807,"n_runs":1},{"model":"Reformer","mae":0.6349089741706848,"mse":1.1230523586273193,"rmse":1.059741647113729,"corr":0.56665217103014,"n_runs":1},{"model":"PhaseFormer","mae":0.5849666595458984,"mse":0.9299377202987671,"rmse":0.9643327850378038,"corr":0.6278136207360189,"n_runs":1},{"model":"Linear","mae":0.6020914316177368,"mse":0.9645288586616516,"rmse":0.9821043013151157,"corr":0.6069867705284898,"n_runs":1},{"model":"MixLinear","mae":0.7161099910736084,"mse":1.225327491760254,"rmse":1.1069451168690587,"corr":0.4382184721797925,"n_runs":1},{"model":"CycleNet","mae":0.5981960892677307,"mse":0.9564856290817261,"rmse":0.9780008328635135,"corr":0.6131666846729423,"n_runs":1},{"model":"MoFo","mae":0.5267171263694763,"mse":0.8274980187416077,"rmse":0.9096691809342601,"corr":0.6780280476009074,"n_runs":1},{"model":"NLinear","mae":0.5565624833106995,"mse":0.8707872629165649,"rmse":0.9331598271017484,"corr":0.6591319326345113,"n_runs":1},{"model":"MICN","mae":0.5690641403198242,"mse":0.9053748250007629,"rmse":0.9515118627745862,"corr":0.6461518902917522,"n_runs":1},{"model":"TimeXer","mae":0.5253836512565613,"mse":0.8153119087219238,"rmse":0.9029462380019775,"corr":0.6807004056033255,"n_runs":1},{"model":"AMRC","mae":0.5752374529838562,"mse":0.9064340591430664,"rmse":0.952068305922987,"corr":0.6389067572463403,"n_runs":1},{"model":"PULSE","mae":0.589296281337738,"mse":0.939085841178894,"rmse":0.9690644153919253,"corr":0.6234364604840321,"n_runs":1},{"model":"OccamVTS","mae":0.5789633393287659,"mse":0.9159757494926453,"rmse":0.9570662200143966,"corr":0.6349735295051185,"n_runs":1},{"model":"TimeBridge","mae":0.5698106288909912,"mse":0.8977301716804504,"rmse":0.94748623825386,"corr":0.6415922187558822,"n_runs":1},{"model":"SRSNet","mae":0.5466976761817932,"mse":0.8483283519744873,"rmse":0.9210474211323146,"corr":0.6614698730593895,"n_runs":1},{"model":"NBeats","mae":0.535276472568512,"mse":0.8370909094810486,"rmse":0.9149267235582578,"corr":0.6722680109285277,"n_runs":1},{"model":"Amplifier","mae":0.5444256663322449,"mse":0.8549806475639343,"rmse":0.9246516357871943,"corr":0.6642093369739269,"n_runs":1},{"model":"Aurora","mae":0.5561495423316956,"mse":0.8685505986213684,"rmse":0.931960620746053,"corr":0.6573443276539352,"n_runs":1},{"model":"xPatch","mae":0.5295115113258362,"mse":0.8331285119056702,"rmse":0.9127587369648511,"corr":0.6754500134079223,"n_runs":1},{"model":"MultiPatchFormer","mae":0.5254893898963928,"mse":0.8250280618667603,"rmse":0.9083105536471324,"corr":0.6792248572240026,"n_runs":1},{"model":"Informer","mae":0.6403428912162781,"mse":1.0823485851287842,"rmse":1.0403598344461324,"corr":0.5610200921682618,"n_runs":1},{"model":"NSTransformer","mae":0.6422773599624634,"mse":1.0709587335586548,"rmse":1.0348713608747007,"corr":0.5597999791564727,"n_runs":1},{"model":"DLinear","mae":0.5568242073059082,"mse":0.8739460706710815,"rmse":0.9348508280314467,"corr":0.6529829514820014,"n_runs":1},{"model":"TSRAG","mae":0.5572958588600159,"mse":0.8710606694221497,"rmse":0.9333063106087678,"corr":0.6562018714029904,"n_runs":1},{"model":"DynamicTMoE","mae":0.5592523217201233,"mse":0.8745003342628479,"rmse":0.9351472259825444,"corr":0.6543531099663547,"n_runs":1},{"model":"ETSformer","mae":0.6811056137084961,"mse":1.1428109407424927,"rmse":1.0690233583708508,"corr":0.5609619568726739,"n_runs":1},{"model":"FITS","mae":0.6152873635292053,"mse":0.9677490592002869,"rmse":0.9837423744051523,"corr":0.5989735348898844,"n_runs":1},{"model":"MambaSimple","mae":0.6786167621612549,"mse":1.175850749015808,"rmse":1.0843665196859447,"corr":0.48769762121143795,"n_runs":1},{"model":"Autoformer","mae":0.72071772813797,"mse":1.205849051475525,"rmse":1.0981115842552271,"corr":0.4337714204889921,"n_runs":1},{"model":"TimeBase","mae":0.7101032137870789,"mse":1.2369680404663086,"rmse":1.1121906493341456,"corr":0.45069499127744045,"n_runs":1},{"model":"MSGNet","mae":0.606568455696106,"mse":0.9763854146003723,"rmse":0.9881221658278759,"corr":0.6096896504910109,"n_runs":1},{"model":"CMoS","mae":0.6458783745765686,"mse":1.0526976585388184,"rmse":1.0260105547891885,"corr":0.5468691874325959,"n_runs":1},{"model":"SVTime","mae":0.5684139728546143,"mse":0.8840646147727966,"rmse":0.9402471030387686,"corr":0.6486249608523538,"n_runs":1},{"model":"PatchMLP","mae":0.5508858561515808,"mse":0.8688030242919922,"rmse":0.9320960381269691,"corr":0.661377223370497,"n_runs":1},{"model":"SCINet","mae":0.5682878494262695,"mse":0.8939893245697021,"rmse":0.945510086974064,"corr":0.6529450211165495,"n_runs":1},{"model":"Sonnet","mae":0.5737323760986328,"mse":0.9052788615226746,"rmse":0.9514614345955776,"corr":0.6404322046446382,"n_runs":1},{"model":"Koopa","mae":0.5857462882995605,"mse":0.9321578741073608,"rmse":0.9654832334677599,"corr":0.6257989996393457,"n_runs":1},{"model":"TiDE","mae":0.595059871673584,"mse":0.950459897518158,"rmse":0.9749153283840387,"corr":0.6169805764292458,"n_runs":1},{"model":"HN_MVTS","mae":0.5813113451004028,"mse":0.9205491542816162,"rmse":0.9594525284148332,"corr":0.6327244386070565,"n_runs":1},{"model":"CoRA","mae":0.5623474717140198,"mse":0.8798115253448486,"rmse":0.9379826892564962,"corr":0.6519177536149051,"n_runs":1},{"model":"PWS","mae":0.6888558268547058,"mse":1.1977699995040894,"rmse":1.0944267903811973,"corr":0.4599596467025798,"n_runs":1},{"model":"PatchTST","mae":0.531107485294342,"mse":0.8376484513282776,"rmse":0.9152313649172419,"corr":0.6749556505510607,"n_runs":1},{"model":"HMformer","mae":0.5585408806800842,"mse":0.8737285137176514,"rmse":0.9347344616080288,"corr":0.6550151569612271,"n_runs":1},{"model":"TiRex","mae":0.5719807744026184,"mse":0.8999104499816895,"rmse":0.9486360998727011,"corr":0.6420340218237374,"n_runs":1},{"model":"TimeMixer","mae":0.5596567392349243,"mse":0.8750271201133728,"rmse":0.9354288428915226,"corr":0.651542445857455,"n_runs":1},{"model":"WPMixer","mae":0.5367962121963501,"mse":0.8494131565093994,"rmse":0.9216361302105074,"corr":0.6665060935339246,"n_runs":1},{"model":"SEMPO","mae":0.56874018907547,"mse":0.8932536840438843,"rmse":0.9451209891034503,"corr":0.6454188089402971,"n_runs":1},{"model":"NHiTS","mae":0.5342831015586853,"mse":0.8460375666618347,"rmse":0.919803004268759,"corr":0.6701063406921746,"n_runs":1},{"model":"HDMixer","mae":0.5410739779472351,"mse":0.8450917601585388,"rmse":0.9192887251340238,"corr":0.668786212240148,"n_runs":1},{"model":"ModernTCN","mae":0.6033056974411011,"mse":0.9711076617240906,"rmse":0.9854479497792314,"corr":0.6033168531440285,"n_runs":1},{"model":"APN","mae":0.5651216506958008,"mse":0.8850653767585754,"rmse":0.9407791328247962,"corr":0.6490582958040304,"n_runs":1},{"model":"Crossformer","mae":0.5279678106307983,"mse":0.8662047982215881,"rmse":0.9307012400451544,"corr":0.6786746353037713,"n_runs":1},{"model":"DSFormer","mae":0.5379434823989868,"mse":0.8451753854751587,"rmse":0.9193342077151044,"corr":0.6738468603372542,"n_runs":1},{"model":"MTSMixer","mae":0.6193419098854065,"mse":0.9812775254249573,"rmse":0.990594531291667,"corr":0.5850653873265772,"n_runs":1},{"model":"InterPDN","mae":0.608258843421936,"mse":1.0196151733398438,"rmse":1.0097599582771362,"corr":0.6084537855328208,"n_runs":1},{"model":"BiMamba","mae":0.6256856918334961,"mse":1.0265096426010132,"rmse":1.0131681215874357,"corr":0.5849703424149952,"n_runs":1},{"model":"FEDformer","mae":0.7436452507972717,"mse":1.2617807388305664,"rmse":1.1232901400931847,"corr":0.3791174273539148,"n_runs":1},{"model":"PMDformer","mae":0.5554794073104858,"mse":0.867540717124939,"rmse":0.9314186583513018,"corr":0.6579799275165005,"n_runs":1},{"model":"LightTS","mae":0.5553097128868103,"mse":0.8768133521080017,"rmse":0.9363831225027508,"corr":0.6558133049408293,"n_runs":1},{"model":"TimeEmb","mae":0.5751562714576721,"mse":0.9040599465370178,"rmse":0.9508206700198613,"corr":0.6347908947024555,"n_runs":1},{"model":"TimeCAP","mae":0.5556058883666992,"mse":0.8681522607803345,"rmse":0.9317468866491234,"corr":0.65763941448841,"n_runs":1},{"model":"TimeKAN","mae":0.5720880627632141,"mse":0.9083403944969177,"rmse":0.9530689348084522,"corr":0.6406602714598778,"n_runs":1},{"model":"TimeAlign","mae":0.7054920196533203,"mse":1.2491629123687744,"rmse":1.1176595690856739,"corr":0.4516830615077484,"n_runs":1},{"model":"CrossGNN","mae":0.5382174849510193,"mse":0.8479447960853577,"rmse":0.9208391803596097,"corr":0.6640501920474347,"n_runs":1},{"model":"TimeFilter","mae":0.5401756167411804,"mse":0.8503531217575073,"rmse":0.9221459330049162,"corr":0.666496898295174,"n_runs":1},{"model":"LatentTSF","mae":0.5659894347190857,"mse":0.8860679864883423,"rmse":0.941311843380472,"corr":0.6490390605254863,"n_runs":1},{"model":"DTAF","mae":0.5429433584213257,"mse":0.848579466342926,"rmse":0.9211837310455098,"corr":0.6628526196503364,"n_runs":1},{"model":"TimeO1","mae":0.5719731450080872,"mse":0.9029264450073242,"rmse":0.9502244182335687,"corr":0.6429310536396788,"n_runs":1},{"model":"STDN","mae":0.637228786945343,"mse":1.3927843570709229,"rmse":1.1801628519280392,"corr":0.5889206685489629,"n_runs":1},{"model":"STPGNN","mae":0.5979715585708618,"mse":1.0193291902542114,"rmse":1.0096183389054556,"corr":0.6321664779133296,"n_runs":1},{"model":"D2STGNN","mae":0.8097852468490601,"mse":1.685328483581543,"rmse":1.2982020195568726,"corr":0.09398177087353586,"n_runs":1},{"model":"BigST","mae":0.5645964741706848,"mse":0.9127480387687683,"rmse":0.9553784793309761,"corr":0.654760923392255,"n_runs":1},{"model":"Sumba","mae":0.5353620052337646,"mse":0.8390669822692871,"rmse":0.9160059946688598,"corr":0.6751578094831973,"n_runs":1},{"model":"DFDGCN","mae":0.7785105109214783,"mse":1.5461724996566772,"rmse":1.243451848547694,"corr":0.2447313426811432,"n_runs":1},{"model":"GTS","mae":0.765861451625824,"mse":1.495137333869934,"rmse":1.22275808476981,"corr":0.31753140914871786,"n_runs":1},{"model":"StemGNN","mae":0.6526280641555786,"mse":1.166547179222107,"rmse":1.080068136379417,"corr":0.5435400681728829,"n_runs":1},{"model":"MTGNN","mae":0.5349977016448975,"mse":0.8654115796089172,"rmse":0.9302750021412578,"corr":0.6778312361693811,"n_runs":1},{"model":"DSTAGNN","mae":0.7952570915222168,"mse":1.6023114919662476,"rmse":1.2658244317306597,"corr":0.20794094861767376,"n_runs":1},{"model":"STGODE","mae":0.5378720164299011,"mse":0.8422589898109436,"rmse":0.9177466915281927,"corr":0.6810552108495215,"n_runs":1},{"model":"MegaCRN","mae":0.5700343251228333,"mse":0.9697971940040588,"rmse":0.9847828156522934,"corr":0.6505354015967271,"n_runs":1},{"model":"STNorm","mae":0.7865374088287354,"mse":1.598312497138977,"rmse":1.26424384401862,"corr":0.2585642855961447,"n_runs":1},{"model":"HimNet","mae":0.6469843983650208,"mse":1.1547033786773682,"rmse":1.0745712534203435,"corr":0.5866528129886988,"n_runs":1},{"model":"DGCRN","mae":0.5936486124992371,"mse":1.0459951162338257,"rmse":1.0227390264548555,"corr":0.618667496485851,"n_runs":1},{"model":"STAEformer","mae":0.5647477507591248,"mse":0.9622290134429932,"rmse":0.980932726257511,"corr":0.6458256960190397,"n_runs":1},{"model":"DCRNN","mae":0.7181364893913269,"mse":1.3065804243087769,"rmse":1.1430574895029457,"corr":0.44282853670329175,"n_runs":1},{"model":"AGCRN","mae":0.6075441837310791,"mse":1.0506608486175537,"rmse":1.025017486981346,"corr":0.6130810228564778,"n_runs":1},{"model":"STGCN","mae":0.5664569139480591,"mse":0.9882336258888245,"rmse":0.994099404430374,"corr":0.6483118902596665,"n_runs":1},{"model":"STWave","mae":0.7223694920539856,"mse":1.4441187381744385,"rmse":1.2017149155163376,"corr":0.4297549071169774,"n_runs":1},{"model":"STTN","mae":0.5328273773193359,"mse":0.8489626049995422,"rmse":0.9213916675331627,"corr":0.683886347929244,"n_runs":1},{"model":"STID","mae":0.722603440284729,"mse":1.3700473308563232,"rmse":1.170490209637109,"corr":0.4121854671065086,"n_runs":1},{"model":"GWNet","mae":0.7800358533859253,"mse":1.4611538648605347,"rmse":1.2087819757344724,"corr":0.30877146022856966,"n_runs":1},{"model":"AirCade","mae":0.45881378650665283,"mse":0.759385347366333,"rmse":0.8714271899397752,"corr":0.7607917542821573,"n_runs":1},{"model":"CauAir","mae":0.5180511474609375,"mse":0.8609806895256042,"rmse":0.9278904512525195,"corr":0.7108799980838194,"n_runs":1},{"model":"PM25GNN","mae":0.5793701410293579,"mse":0.9506055116653442,"rmse":0.9749900059310066,"corr":0.6356964235222488,"n_runs":1},{"model":"AirFormer","mae":0.5315475463867188,"mse":0.8522941470146179,"rmse":0.9231977832591551,"corr":0.6774238629831336,"n_runs":1},{"model":"DeepAir","mae":0.5225625038146973,"mse":0.8289423584938049,"rmse":0.9104627166961891,"corr":0.6861621943707538,"n_runs":1}],"ozone":[{"model":"iTransformer","mae":0.3180800974369049,"mse":0.2007278949022293,"rmse":0.4480266676239589,"corr":0.8540123267498646,"n_runs":1},{"model":"Fredformer","mae":0.3132295608520508,"mse":0.19861577451229095,"rmse":0.44566329724612835,"corr":0.8550574435221759,"n_runs":1},{"model":"MMPD","mae":0.3441426455974579,"mse":0.2199561446905136,"rmse":0.46899482373530904,"corr":0.8367801957479553,"n_runs":1},{"model":"UMixer","mae":0.32287925481796265,"mse":0.2037239372730255,"rmse":0.45135788158957135,"corr":0.8485093297287056,"n_runs":1},{"model":"OLinear","mae":0.35879018902778625,"mse":0.23254796862602234,"rmse":0.48223227663235313,"corr":0.8263477117029082,"n_runs":1},{"model":"SymTime","mae":0.3837662935256958,"mse":0.2879067361354828,"rmse":0.5365694140886925,"corr":0.7890051411050426,"n_runs":1},{"model":"TSMixer","mae":0.3214486241340637,"mse":0.2021307349205017,"rmse":0.44958951825026094,"corr":0.8522117627905699,"n_runs":1},{"model":"DistDF","mae":0.4054449498653412,"mse":0.2932589650154114,"rmse":0.5415339001534543,"corr":0.7771417911003228,"n_runs":1},{"model":"FTP","mae":0.3417324721813202,"mse":0.21813327074050903,"rmse":0.467047396674587,"corr":0.8382754473893975,"n_runs":1},{"model":"S_Mamba","mae":0.3234941065311432,"mse":0.20715773105621338,"rmse":0.4551458349322922,"corr":0.8476343925080839,"n_runs":1},{"model":"ImplicitForecaster","mae":0.36233335733413696,"mse":0.23545607924461365,"rmse":0.4852381675472506,"corr":0.8237610661957189,"n_runs":1},{"model":"GOTSF","mae":0.3840598165988922,"mse":0.28712156414985657,"rmse":0.535837255283595,"corr":0.7897401250630371,"n_runs":1},{"model":"S4","mae":0.35205426812171936,"mse":0.22555896639823914,"rmse":0.4749304858589719,"corr":0.8329036450066958,"n_runs":1},{"model":"FeTS","mae":0.3551144301891327,"mse":0.22886155545711517,"rmse":0.4783947694708996,"corr":0.8292744326122746,"n_runs":1},{"model":"SparseTSF","mae":0.5380192995071411,"mse":0.468699187040329,"rmse":0.6846160873367854,"corr":0.6039363717384211,"n_runs":1},{"model":"DeepAR","mae":0.3737807869911194,"mse":0.25919848680496216,"rmse":0.5091153963542667,"corr":0.8107753538386713,"n_runs":1},{"model":"CATS","mae":0.375820517539978,"mse":0.25564301013946533,"rmse":0.5056115209718478,"corr":0.8093705461519136,"n_runs":1},{"model":"CARD","mae":0.31783804297447205,"mse":0.20109282433986664,"rmse":0.44843374576392736,"corr":0.8522470127185822,"n_runs":1},{"model":"Pyraformer","mae":0.35606247186660767,"mse":0.2256527692079544,"rmse":0.4750292298458637,"corr":0.8370972664473536,"n_runs":1},{"model":"FiLM","mae":0.3505136966705322,"mse":0.23163659870624542,"rmse":0.4812863998766695,"corr":0.8274107688086436,"n_runs":1},{"model":"RLinear","mae":0.35546162724494934,"mse":0.23222407698631287,"rmse":0.48189633427357886,"corr":0.8266418505428712,"n_runs":1},{"model":"FreTS","mae":0.32390663027763367,"mse":0.20796546339988708,"rmse":0.45603230521519755,"corr":0.8472921404616668,"n_runs":1},{"model":"TimesNet","mae":0.3483526408672333,"mse":0.21889539062976837,"rmse":0.46786257665020436,"corr":0.8404222276232721,"n_runs":1},{"model":"TexFilter","mae":0.31980621814727783,"mse":0.20368513464927673,"rmse":0.45131489522203533,"corr":0.8507964716503805,"n_runs":1},{"model":"Pathformer","mae":0.3313867151737213,"mse":0.2131349891424179,"rmse":0.46166545153651894,"corr":0.842080034487431,"n_runs":1},{"model":"TimeMosaic","mae":0.32728374004364014,"mse":0.20776702463626862,"rmse":0.4558146823395102,"corr":0.8467809473268034,"n_runs":1},{"model":"PAttn","mae":0.3184534013271332,"mse":0.20445139706134796,"rmse":0.45216302044876244,"corr":0.8500801114694059,"n_runs":1},{"model":"CrossLinear","mae":0.30211517214775085,"mse":0.19083885848522186,"rmse":0.4368510712877123,"corr":0.8596955758069597,"n_runs":1},{"model":"SegRNN","mae":0.3242344558238983,"mse":0.2093469798564911,"rmse":0.4575445113390511,"corr":0.8463338873305511,"n_runs":1},{"model":"DUET","mae":0.3261871635913849,"mse":0.20414407551288605,"rmse":0.45182305774814774,"corr":0.8483402659133771,"n_runs":1},{"model":"TimePerceiver","mae":0.33863669633865356,"mse":0.2182275801897049,"rmse":0.4671483492314887,"corr":0.8371272891050165,"n_runs":1},{"model":"SOFTS","mae":0.32184407114982605,"mse":0.20556902885437012,"rmse":0.45339720869715344,"corr":0.8491567897790364,"n_runs":1},{"model":"PHAT","mae":0.35268956422805786,"mse":0.2250671237707138,"rmse":0.4744123984158865,"corr":0.8321970351809407,"n_runs":1},{"model":"PaiFilter","mae":0.37667760252952576,"mse":0.25221341848373413,"rmse":0.5022085408311313,"corr":0.8108847567545655,"n_runs":1},{"model":"Transformer","mae":0.36824944615364075,"mse":0.2398870885372162,"rmse":0.48978269522025397,"corr":0.8337094639650058,"n_runs":1},{"model":"MAFS","mae":0.33811822533607483,"mse":0.21487465500831604,"rmse":0.463545742088433,"corr":0.8408028647228458,"n_runs":1},{"model":"COSA","mae":0.3414721190929413,"mse":0.21662220358848572,"rmse":0.46542690466762415,"corr":0.8395584598943885,"n_runs":1},{"model":"Kronos","mae":0.34422916173934937,"mse":0.21954992413520813,"rmse":0.46856154786239995,"corr":0.836898508213968,"n_runs":1},{"model":"GTR","mae":0.36660340428352356,"mse":0.2421717792749405,"rmse":0.4921095195939015,"corr":0.8188335783845692,"n_runs":1},{"model":"Reformer","mae":0.38526514172554016,"mse":0.2622121572494507,"rmse":0.5120665554881032,"corr":0.8133786515003063,"n_runs":1},{"model":"PhaseFormer","mae":0.35276779532432556,"mse":0.22688397765159607,"rmse":0.4763233960783326,"corr":0.8308789528467607,"n_runs":1},{"model":"Linear","mae":0.3583334684371948,"mse":0.2339196801185608,"rmse":0.48365243731274715,"corr":0.8256525536788709,"n_runs":1},{"model":"MixLinear","mae":0.41712066531181335,"mse":0.3027386963367462,"rmse":0.5502169538797821,"corr":0.7659975981289104,"n_runs":1},{"model":"CycleNet","mae":0.3546609580516815,"mse":0.23178860545158386,"rmse":0.481444291119527,"corr":0.8269798766988272,"n_runs":1},{"model":"MoFo","mae":0.3042338490486145,"mse":0.19434116780757904,"rmse":0.44084143159142725,"corr":0.8574948512878836,"n_runs":1},{"model":"NLinear","mae":0.3277488052845001,"mse":0.21255096793174744,"rmse":0.4610325020340187,"corr":0.842477440956049,"n_runs":1},{"model":"MICN","mae":0.34637171030044556,"mse":0.21640661358833313,"rmse":0.46519524243948707,"corr":0.8434248376213824,"n_runs":1},{"model":"TimeXer","mae":0.32277050614356995,"mse":0.20127727091312408,"rmse":0.4486393550649832,"corr":0.8500555019901265,"n_runs":1},{"model":"AMRC","mae":0.34329867362976074,"mse":0.21880993247032166,"rmse":0.4677712394646786,"corr":0.8375739257001371,"n_runs":1},{"model":"PULSE","mae":0.35559260845184326,"mse":0.22942909598350525,"rmse":0.47898757393434044,"corr":0.8287553689408186,"n_runs":1},{"model":"OccamVTS","mae":0.3462398052215576,"mse":0.22180204093456268,"rmse":0.47095864036512025,"corr":0.8352747246477265,"n_runs":1},{"model":"TimeBridge","mae":0.3518736958503723,"mse":0.22754590213298798,"rmse":0.4770177167915129,"corr":0.8305073355616736,"n_runs":1},{"model":"SRSNet","mae":0.32914018630981445,"mse":0.20924201607704163,"rmse":0.4574297936044849,"corr":0.8440093764214643,"n_runs":1},{"model":"NBeats","mae":0.3214554488658905,"mse":0.2050800770521164,"rmse":0.4528576785835881,"corr":0.8491375842217537,"n_runs":1},{"model":"Amplifier","mae":0.32433637976646423,"mse":0.20984263718128204,"rmse":0.45808584040688494,"corr":0.8456270402298918,"n_runs":1},{"model":"Aurora","mae":0.32969924807548523,"mse":0.20900161564350128,"rmse":0.4571669450468847,"corr":0.8456078228849987,"n_runs":1},{"model":"xPatch","mae":0.31195613741874695,"mse":0.19927376508712769,"rmse":0.44640090175438457,"corr":0.8532273772992033,"n_runs":1},{"model":"MultiPatchFormer","mae":0.32085058093070984,"mse":0.205753356218338,"rmse":0.45360043674839867,"corr":0.8498032260226471,"n_runs":1},{"model":"Informer","mae":0.39016956090927124,"mse":0.268642395734787,"rmse":0.5183072406737022,"corr":0.8083735325329251,"n_runs":1},{"model":"NSTransformer","mae":0.3856446146965027,"mse":0.2606935203075409,"rmse":0.5105815510841935,"corr":0.8055765329972262,"n_runs":1},{"model":"DLinear","mae":0.332675963640213,"mse":0.21331161260604858,"rmse":0.4618567013761396,"corr":0.8419289248021424,"n_runs":1},{"model":"TSRAG","mae":0.3301425576210022,"mse":0.2090788334608078,"rmse":0.45725138978554,"corr":0.8454561513029228,"n_runs":1},{"model":"DynamicTMoE","mae":0.33179956674575806,"mse":0.2103002518415451,"rmse":0.4585850540974325,"corr":0.8445090322367582,"n_runs":1},{"model":"ETSformer","mae":0.4059580862522125,"mse":0.2862004339694977,"rmse":0.5349770406003399,"corr":0.7865985313230933,"n_runs":1},{"model":"FITS","mae":0.36219483613967896,"mse":0.23664282262325287,"rmse":0.48645947685624635,"corr":0.8229222596700564,"n_runs":1},{"model":"MambaSimple","mae":0.38451454043388367,"mse":0.26051655411720276,"rmse":0.5104082230109569,"corr":0.8063876886328974,"n_runs":1},{"model":"Autoformer","mae":0.5449545383453369,"mse":0.4925595223903656,"rmse":0.7018258490468741,"corr":0.5987313518017424,"n_runs":1},{"model":"TimeBase","mae":0.4018760025501251,"mse":0.285023957490921,"rmse":0.5338763503761157,"corr":0.7825131873720763,"n_runs":1},{"model":"MSGNet","mae":0.34847816824913025,"mse":0.21721848845481873,"rmse":0.46606704287561324,"corr":0.8388104293766805,"n_runs":1},{"model":"CMoS","mae":0.3911426365375519,"mse":0.2678401470184326,"rmse":0.5175327497061732,"corr":0.7955960814254379,"n_runs":1},{"model":"SVTime","mae":0.3549734055995941,"mse":0.23139192163944244,"rmse":0.48103214200242633,"corr":0.8271974886174647,"n_runs":1},{"model":"PatchMLP","mae":0.32603684067726135,"mse":0.20958255231380463,"rmse":0.45780187015105633,"corr":0.8460311179937712,"n_runs":1},{"model":"SCINet","mae":0.32465478777885437,"mse":0.20129908621311188,"rmse":0.44866366714178213,"corr":0.8542133060299953,"n_runs":1},{"model":"Sonnet","mae":0.3410162329673767,"mse":0.21743811666965485,"rmse":0.4663026020404077,"corr":0.838808378559868,"n_runs":1},{"model":"Koopa","mae":0.3471664488315582,"mse":0.22458840906620026,"rmse":0.47390759549325673,"corr":0.8343686051596363,"n_runs":1},{"model":"TiDE","mae":0.3540201783180237,"mse":0.23071087896823883,"rmse":0.4803237230954128,"corr":0.827659618957905,"n_runs":1},{"model":"HN_MVTS","mae":0.3471240699291229,"mse":0.22269362211227417,"rmse":0.47190425100042716,"corr":0.8346841522146129,"n_runs":1},{"model":"CoRA","mae":0.33436140418052673,"mse":0.21195702254772186,"rmse":0.4603879044324708,"corr":0.8430885981125306,"n_runs":1},{"model":"PWS","mae":0.3983932435512543,"mse":0.28618496656417847,"rmse":0.534962584265646,"corr":0.7890013010309891,"n_runs":1},{"model":"PatchTST","mae":0.3050946295261383,"mse":0.19602224230766296,"rmse":0.4427439918368887,"corr":0.8553564431209897,"n_runs":1},{"model":"HMformer","mae":0.33005622029304504,"mse":0.20938615500926971,"rmse":0.4575873195459744,"corr":0.8454008346474327,"n_runs":1},{"model":"TiRex","mae":0.34372958540916443,"mse":0.21913784742355347,"rmse":0.46812161606099056,"corr":0.8373313015714156,"n_runs":1},{"model":"TimeMixer","mae":0.3301926553249359,"mse":0.21078616380691528,"rmse":0.45911454323176837,"corr":0.845733559355146,"n_runs":1},{"model":"WPMixer","mae":0.32278862595558167,"mse":0.20771673321723938,"rmse":0.4557595124813517,"corr":0.8471120115400486,"n_runs":1},{"model":"SEMPO","mae":0.3393063545227051,"mse":0.21578489243984222,"rmse":0.464526525012127,"corr":0.8400594693454466,"n_runs":1},{"model":"NHiTS","mae":0.32155320048332214,"mse":0.20716291666030884,"rmse":0.4551515315368156,"corr":0.848333755990227,"n_runs":1},{"model":"HDMixer","mae":0.3171344995498657,"mse":0.19820034503936768,"rmse":0.4451969733043652,"corr":0.8545004251039804,"n_runs":1},{"model":"ModernTCN","mae":0.3667287528514862,"mse":0.23946191370487213,"rmse":0.4893484583656846,"corr":0.8190975321199745,"n_runs":1},{"model":"APN","mae":0.3389762043952942,"mse":0.21505644917488098,"rmse":0.4637417914905675,"corr":0.8404581696146367,"n_runs":1},{"model":"Crossformer","mae":0.31727519631385803,"mse":0.20099098980426788,"rmse":0.44832018670172313,"corr":0.8541959799579988,"n_runs":1},{"model":"DSFormer","mae":0.31606152653694153,"mse":0.19921892881393433,"rmse":0.44633947709555594,"corr":0.8545582127619672,"n_runs":1},{"model":"MTSMixer","mae":0.36774349212646484,"mse":0.24915722012519836,"rmse":0.4991565086475367,"corr":0.8142251394889843,"n_runs":1},{"model":"InterPDN","mae":0.39068174362182617,"mse":0.29642680287361145,"rmse":0.5444509187003099,"corr":0.7826151874169701,"n_runs":1},{"model":"BiMamba","mae":0.35134294629096985,"mse":0.22207891941070557,"rmse":0.4712525006943789,"corr":0.8361665593295358,"n_runs":1},{"model":"FEDformer","mae":0.43445083498954773,"mse":0.3210112154483795,"rmse":0.5665785165785758,"corr":0.7522675078967817,"n_runs":1},{"model":"PMDformer","mae":0.3287169337272644,"mse":0.2085244208574295,"rmse":0.45664474250496906,"corr":0.8461086198723761,"n_runs":1},{"model":"LightTS","mae":0.3271706998348236,"mse":0.21021142601966858,"rmse":0.45848819616176445,"corr":0.8450238838602728,"n_runs":1},{"model":"TimeEmb","mae":0.35266998410224915,"mse":0.2304050475358963,"rmse":0.48000525782109543,"corr":0.8306663055944978,"n_runs":1},{"model":"TimeCAP","mae":0.3291011154651642,"mse":0.20853424072265625,"rmse":0.4566554945718449,"corr":0.8459720658892266,"n_runs":1},{"model":"TimeKAN","mae":0.34299057722091675,"mse":0.2224833369255066,"rmse":0.4716813934484872,"corr":0.8351098802646059,"n_runs":1},{"model":"TimeAlign","mae":0.3982088267803192,"mse":0.28908953070640564,"rmse":0.5376704666488625,"corr":0.7812301151152423,"n_runs":1},{"model":"CrossGNN","mae":0.32943087816238403,"mse":0.2126714587211609,"rmse":0.46116315846038797,"corr":0.8416119195441898,"n_runs":1},{"model":"TimeFilter","mae":0.3249554932117462,"mse":0.20863798260688782,"rmse":0.4567690692318032,"corr":0.8453180020228105,"n_runs":1},{"model":"LatentTSF","mae":0.34185266494750977,"mse":0.21673502027988434,"rmse":0.4655480858943406,"corr":0.8389388309768727,"n_runs":1},{"model":"DTAF","mae":0.32772019505500793,"mse":0.20875127613544464,"rmse":0.4568930686007883,"corr":0.8445789244679979,"n_runs":1},{"model":"TimeO1","mae":0.3398115038871765,"mse":0.2150527983903885,"rmse":0.4637378552484027,"corr":0.840720175966848,"n_runs":1},{"model":"STDN","mae":0.5020456314086914,"mse":0.6194037199020386,"rmse":0.7870220580784496,"corr":0.6981369075151492,"n_runs":1},{"model":"STPGNN","mae":0.45874208211898804,"mse":0.36291083693504333,"rmse":0.6024208138295384,"corr":0.7488730622175105,"n_runs":1},{"model":"D2STGNN","mae":0.710631251335144,"mse":0.8511353731155396,"rmse":0.9225699827739571,"corr":0.33917164605223277,"n_runs":1},{"model":"BigST","mae":0.3361545503139496,"mse":0.20899255573749542,"rmse":0.45715703618942083,"corr":0.847489377626504,"n_runs":1},{"model":"Sumba","mae":0.3229871392250061,"mse":0.2035563588142395,"rmse":0.45117220527669866,"corr":0.8501121209496811,"n_runs":1},{"model":"DFDGCN","mae":0.5553616285324097,"mse":0.5252880454063416,"rmse":0.7247675802671789,"corr":0.6595280026838153,"n_runs":1},{"model":"GTS","mae":0.6304382681846619,"mse":0.6550534963607788,"rmse":0.8093537522991902,"corr":0.4469189593415219,"n_runs":1},{"model":"StemGNN","mae":0.5298053622245789,"mse":0.48268088698387146,"rmse":0.6947523925715344,"corr":0.6680130890509463,"n_runs":1},{"model":"MTGNN","mae":0.3244210481643677,"mse":0.20002460479736328,"rmse":0.44724110365368175,"corr":0.8566415833804433,"n_runs":1},{"model":"DSTAGNN","mae":0.5538856983184814,"mse":0.5139061808586121,"rmse":0.7168724997226579,"corr":0.6400110815929333,"n_runs":1},{"model":"STGODE","mae":0.31781336665153503,"mse":0.1927907019853592,"rmse":0.4390793800503039,"corr":0.858372821132511,"n_runs":1},{"model":"MegaCRN","mae":0.33040353655815125,"mse":0.20450140535831451,"rmse":0.45221831603586615,"corr":0.8549331452126088,"n_runs":1},{"model":"STNorm","mae":0.4728059470653534,"mse":0.37947821617126465,"rmse":0.6160180323426131,"corr":0.726441467577816,"n_runs":1},{"model":"HimNet","mae":0.47091567516326904,"mse":0.38758018612861633,"rmse":0.6225593836162269,"corr":0.7719068020847702,"n_runs":1},{"model":"DGCRN","mae":0.3713495135307312,"mse":0.24954532086849213,"rmse":0.49954511394717105,"corr":0.817908313604809,"n_runs":1},{"model":"STAEformer","mae":0.3338669538497925,"mse":0.2092529982328415,"rmse":0.4574417976451665,"corr":0.8480686503878645,"n_runs":1},{"model":"DCRNN","mae":0.6695199608802795,"mse":0.7187811136245728,"rmse":0.847809597506759,"corr":0.31870193546693715,"n_runs":1},{"model":"AGCRN","mae":0.38370123505592346,"mse":0.26020926237106323,"rmse":0.5101071087242984,"corr":0.8173779164299886,"n_runs":1},{"model":"STGCN","mae":0.3510560393333435,"mse":0.22566434741020203,"rmse":0.4750414165209198,"corr":0.8392975899053522,"n_runs":1},{"model":"STWave","mae":0.5473864674568176,"mse":0.4720011353492737,"rmse":0.6870233877745893,"corr":0.644308434701463,"n_runs":1},{"model":"STTN","mae":0.3151184618473053,"mse":0.19345976412296295,"rmse":0.4398406121800975,"corr":0.8612191436017355,"n_runs":1},{"model":"STID","mae":0.5145699381828308,"mse":0.4492962062358856,"rmse":0.67029561108207,"corr":0.6892167588042849,"n_runs":1},{"model":"GWNet","mae":0.48893043398857117,"mse":0.4077438414096832,"rmse":0.6385482295094735,"corr":0.7153138846364273,"n_runs":1},{"model":"AirCade","mae":0.24861951172351837,"mse":0.11828873306512833,"rmse":0.3439312911980071,"corr":0.9191248489510543,"n_runs":1},{"model":"CauAir","mae":0.29998111724853516,"mse":0.16370746493339539,"rmse":0.4046077914887396,"corr":0.8839923886043999,"n_runs":1},{"model":"PM25GNN","mae":0.36635270714759827,"mse":0.2549450397491455,"rmse":0.5049208252282188,"corr":0.8186596222963294,"n_runs":1},{"model":"AirFormer","mae":0.3233114778995514,"mse":0.2027060091495514,"rmse":0.45022884086823156,"corr":0.8536298317882113,"n_runs":1},{"model":"DeepAir","mae":0.31142762303352356,"mse":0.18862386047840118,"rmse":0.4343084853861379,"corr":0.8637840060874458,"n_runs":1}],"no2":[{"model":"iTransformer","mae":0.36711013317108154,"mse":0.2959134876728058,"rmse":0.543979308129276,"corr":0.7785776230704121,"n_runs":1},{"model":"Fredformer","mae":0.34149953722953796,"mse":0.26694080233573914,"rmse":0.5166631420333166,"corr":0.7986100863162784,"n_runs":1},{"model":"MMPD","mae":0.39934277534484863,"mse":0.32728418707847595,"rmse":0.5720875694144,"corr":0.7471406433075138,"n_runs":1},{"model":"UMixer","mae":0.3687446117401123,"mse":0.29465219378471375,"rmse":0.5428187485567477,"corr":0.7742754745119774,"n_runs":1},{"model":"OLinear","mae":0.41244855523109436,"mse":0.34454235434532166,"rmse":0.5869773030921397,"corr":0.7313128950178636,"n_runs":1},{"model":"SymTime","mae":0.479999840259552,"mse":0.4452461898326874,"rmse":0.6672677047727451,"corr":0.6621120378578942,"n_runs":1},{"model":"TSMixer","mae":0.3684876263141632,"mse":0.29129213094711304,"rmse":0.5397148607803134,"corr":0.7787616466908431,"n_runs":1},{"model":"DistDF","mae":0.481251984834671,"mse":0.4540137052536011,"rmse":0.673805391232217,"corr":0.633188827081392,"n_runs":1},{"model":"FTP","mae":0.3993770480155945,"mse":0.32799142599105835,"rmse":0.5727053570476344,"corr":0.7467715762045839,"n_runs":1},{"model":"S_Mamba","mae":0.3675762414932251,"mse":0.3005251884460449,"rmse":0.5482017771277697,"corr":0.7737009323147138,"n_runs":1},{"model":"ImplicitForecaster","mae":0.4158734083175659,"mse":0.34762445092201233,"rmse":0.5895968545726922,"corr":0.7284477780606343,"n_runs":1},{"model":"GOTSF","mae":0.48280733823776245,"mse":0.4509049355983734,"rmse":0.6714945536624801,"corr":0.659823265570526,"n_runs":1},{"model":"S4","mae":0.4154636859893799,"mse":0.3466472625732422,"rmse":0.588767579417585,"corr":0.7295184756125513,"n_runs":1},{"model":"FeTS","mae":0.41076675057411194,"mse":0.3422764241695404,"rmse":0.5850439506306688,"corr":0.7335354647015384,"n_runs":1},{"model":"SparseTSF","mae":0.6265884637832642,"mse":0.6755373477935791,"rmse":0.8219107906540583,"corr":0.34779442032982044,"n_runs":1},{"model":"DeepAR","mae":0.4189468324184418,"mse":0.3495410680770874,"rmse":0.5912199828127322,"corr":0.7273021169902595,"n_runs":1},{"model":"CATS","mae":0.4356350898742676,"mse":0.3839656114578247,"rmse":0.6196495876362904,"corr":0.6978889377299311,"n_runs":1},{"model":"CARD","mae":0.3556150197982788,"mse":0.2843882143497467,"rmse":0.5332806150140343,"corr":0.7882388580080051,"n_runs":1},{"model":"Pyraformer","mae":0.4127885699272156,"mse":0.3409577012062073,"rmse":0.5839158340088126,"corr":0.7410017720218206,"n_runs":1},{"model":"FiLM","mae":0.4021143615245819,"mse":0.33618152141571045,"rmse":0.579811625802476,"corr":0.7392130341426172,"n_runs":1},{"model":"RLinear","mae":0.414860337972641,"mse":0.34626245498657227,"rmse":0.5884406979352909,"corr":0.7293086926465498,"n_runs":1},{"model":"FreTS","mae":0.36744195222854614,"mse":0.29747074842453003,"rmse":0.5454087901973437,"corr":0.7757896423283479,"n_runs":1},{"model":"TimesNet","mae":0.4122265577316284,"mse":0.33860012888908386,"rmse":0.5818935717887627,"corr":0.7398997657265758,"n_runs":1},{"model":"TexFilter","mae":0.36496976017951965,"mse":0.2955593466758728,"rmse":0.5436537010596662,"corr":0.7768178134035155,"n_runs":1},{"model":"Pathformer","mae":0.37366095185279846,"mse":0.3026568591594696,"rmse":0.5501425807547254,"corr":0.7693446659260288,"n_runs":1},{"model":"TimeMosaic","mae":0.3795335590839386,"mse":0.30541476607322693,"rmse":0.5526434348413333,"corr":0.7668892358370376,"n_runs":1},{"model":"PAttn","mae":0.3481324315071106,"mse":0.27721092104911804,"rmse":0.5265082345501522,"corr":0.7921092462464672,"n_runs":1},{"model":"CrossLinear","mae":0.3184731900691986,"mse":0.25211045145988464,"rmse":0.502106016155836,"corr":0.8127843750463762,"n_runs":1},{"model":"SegRNN","mae":0.372108519077301,"mse":0.3038663864135742,"rmse":0.5512407699123626,"corr":0.7700215887850775,"n_runs":1},{"model":"DUET","mae":0.3706393539905548,"mse":0.2945988178253174,"rmse":0.5427695807848091,"corr":0.7752117066436592,"n_runs":1},{"model":"TimePerceiver","mae":0.38650044798851013,"mse":0.31671467423439026,"rmse":0.562774088097871,"corr":0.7568292728388747,"n_runs":1},{"model":"SOFTS","mae":0.36787816882133484,"mse":0.2990507483482361,"rmse":0.5468553267073807,"corr":0.7750658180443581,"n_runs":1},{"model":"PHAT","mae":0.41496792435646057,"mse":0.3465874195098877,"rmse":0.5887167566070187,"corr":0.729338004815328,"n_runs":1},{"model":"PaiFilter","mae":0.4081560969352722,"mse":0.3396852910518646,"rmse":0.5828252663121809,"corr":0.7368723257730231,"n_runs":1},{"model":"Transformer","mae":0.4193333387374878,"mse":0.35303544998168945,"rmse":0.5941678634709971,"corr":0.7284945418958797,"n_runs":1},{"model":"MAFS","mae":0.3922120928764343,"mse":0.31832650303840637,"rmse":0.5642043096595474,"corr":0.7550684289264632,"n_runs":1},{"model":"COSA","mae":0.3975149393081665,"mse":0.32397034764289856,"rmse":0.5691839312936536,"corr":0.7501255565956597,"n_runs":1},{"model":"Kronos","mae":0.3987715244293213,"mse":0.3263690769672394,"rmse":0.5712872105755907,"corr":0.7479034201901731,"n_runs":1},{"model":"GTR","mae":0.42297372221946716,"mse":0.3599568009376526,"rmse":0.5999639997013593,"corr":0.7166945675054355,"n_runs":1},{"model":"Reformer","mae":0.45045205950737,"mse":0.40137940645217896,"rmse":0.6335451100373035,"corr":0.684931492566783,"n_runs":1},{"model":"PhaseFormer","mae":0.4077223241329193,"mse":0.33849403262138367,"rmse":0.581802399979051,"corr":0.7371156526886085,"n_runs":1},{"model":"Linear","mae":0.41804662346839905,"mse":0.34676817059516907,"rmse":0.5888702493717687,"corr":0.7278293488885899,"n_runs":1},{"model":"MixLinear","mae":0.5089577436447144,"mse":0.49900853633880615,"rmse":0.7064053626203627,"corr":0.5842450554123455,"n_runs":1},{"model":"CycleNet","mae":0.4123193025588989,"mse":0.34507283568382263,"rmse":0.5874290048029827,"corr":0.7306628540909934,"n_runs":1},{"model":"MoFo","mae":0.3260570466518402,"mse":0.26143717765808105,"rmse":0.5113092778916505,"corr":0.805056175876466,"n_runs":1},{"model":"NLinear","mae":0.3774757981300354,"mse":0.3073088228702545,"rmse":0.5543544199068449,"corr":0.7668022400010939,"n_runs":1},{"model":"MICN","mae":0.3888148069381714,"mse":0.31303930282592773,"rmse":0.5594991535524676,"corr":0.7621337679427205,"n_runs":1},{"model":"TimeXer","mae":0.3663896918296814,"mse":0.29582148790359497,"rmse":0.5438947397278218,"corr":0.778243723445746,"n_runs":1},{"model":"AMRC","mae":0.3978566825389862,"mse":0.3248606026172638,"rmse":0.5699654398446136,"corr":0.7491253894725185,"n_runs":1},{"model":"PULSE","mae":0.411295086145401,"mse":0.34323909878730774,"rmse":0.5858661099494558,"corr":0.7330842066371859,"n_runs":1},{"model":"OccamVTS","mae":0.40126481652259827,"mse":0.3297361731529236,"rmse":0.5742265869436242,"corr":0.7449179804538721,"n_runs":1},{"model":"TimeBridge","mae":0.39838680624961853,"mse":0.32821139693260193,"rmse":0.5728973703313727,"corr":0.7477171012640111,"n_runs":1},{"model":"SRSNet","mae":0.37549179792404175,"mse":0.30258968472480774,"rmse":0.5500815255258149,"corr":0.767777049420053,"n_runs":1},{"model":"NBeats","mae":0.36679649353027344,"mse":0.29217255115509033,"rmse":0.5405298799836049,"corr":0.7786679761408684,"n_runs":1},{"model":"Amplifier","mae":0.3710138499736786,"mse":0.3036841154098511,"rmse":0.551075417170691,"corr":0.770390990843763,"n_runs":1},{"model":"Aurora","mae":0.3815467953681946,"mse":0.3067563474178314,"rmse":0.5538558904785896,"corr":0.7654246958601665,"n_runs":1},{"model":"xPatch","mae":0.3316665589809418,"mse":0.2644519507884979,"rmse":0.514248919093174,"corr":0.8019393135673317,"n_runs":1},{"model":"MultiPatchFormer","mae":0.35350191593170166,"mse":0.2830894887447357,"rmse":0.5320615460120527,"corr":0.7855533575293805,"n_runs":1},{"model":"Informer","mae":0.45016226172447205,"mse":0.4020523130893707,"rmse":0.634075952145617,"corr":0.6867406555042478,"n_runs":1},{"model":"NSTransformer","mae":0.4358871281147003,"mse":0.3713253140449524,"rmse":0.6093646806674574,"corr":0.7116906593753957,"n_runs":1},{"model":"DLinear","mae":0.3809351921081543,"mse":0.30599352717399597,"rmse":0.5531668167686814,"corr":0.7653317805251199,"n_runs":1},{"model":"TSRAG","mae":0.38266709446907043,"mse":0.3079083263874054,"rmse":0.5548948786819043,"corr":0.7644910227117934,"n_runs":1},{"model":"DynamicTMoE","mae":0.38446563482284546,"mse":0.3095974326133728,"rmse":0.5564148026547935,"corr":0.7629305133680073,"n_runs":1},{"model":"ETSformer","mae":0.49752330780029297,"mse":0.44556987285614014,"rmse":0.6675102043086234,"corr":0.660478209716215,"n_runs":1},{"model":"FITS","mae":0.422062486410141,"mse":0.35397595167160034,"rmse":0.594958781489609,"corr":0.7215672777154953,"n_runs":1},{"model":"MambaSimple","mae":0.4705768823623657,"mse":0.44028449058532715,"rmse":0.6635393662664839,"corr":0.6457929785328579,"n_runs":1},{"model":"Autoformer","mae":0.525973379611969,"mse":0.5075073838233948,"rmse":0.7123955248479561,"corr":0.5770847565730263,"n_runs":1},{"model":"TimeBase","mae":0.4921533167362213,"mse":0.48210251331329346,"rmse":0.6943360233440963,"corr":0.6056615468926895,"n_runs":1},{"model":"MSGNet","mae":0.41027289628982544,"mse":0.3359980583190918,"rmse":0.5796533949862553,"corr":0.7387380235652268,"n_runs":1},{"model":"CMoS","mae":0.46001458168029785,"mse":0.4104621708393097,"rmse":0.64067321688932,"corr":0.6683206450789004,"n_runs":1},{"model":"SVTime","mae":0.3852916359901428,"mse":0.31500688195228577,"rmse":0.5612547389129875,"corr":0.75989514104264,"n_runs":1},{"model":"PatchMLP","mae":0.3688480854034424,"mse":0.2994268536567688,"rmse":0.5471990987353403,"corr":0.7730915506577667,"n_runs":1},{"model":"SCINet","mae":0.3753929138183594,"mse":0.29399749636650085,"rmse":0.5422153597663025,"corr":0.7780594794238284,"n_runs":1},{"model":"Sonnet","mae":0.3971468508243561,"mse":0.32491162419319153,"rmse":0.5700101965694926,"corr":0.749440229208898,"n_runs":1},{"model":"Koopa","mae":0.40470293164253235,"mse":0.33623015880584717,"rmse":0.5798535666923565,"corr":0.7420232655591477,"n_runs":1},{"model":"TiDE","mae":0.4105556309223175,"mse":0.34080788493156433,"rmse":0.5837875340666023,"corr":0.7343468738639816,"n_runs":1},{"model":"HN_MVTS","mae":0.40334951877593994,"mse":0.3325500786304474,"rmse":0.5766715517783475,"corr":0.7425547816641382,"n_runs":1},{"model":"CoRA","mae":0.387168824672699,"mse":0.3123646676540375,"rmse":0.5588959363370228,"corr":0.7603662462812841,"n_runs":1},{"model":"PWS","mae":0.48535215854644775,"mse":0.48144251108169556,"rmse":0.6938605847587075,"corr":0.607616309023957,"n_runs":1},{"model":"PatchTST","mae":0.32696518301963806,"mse":0.2638017237186432,"rmse":0.5136163195602756,"corr":0.8030660966751585,"n_runs":1},{"model":"HMformer","mae":0.38390886783599854,"mse":0.30943602323532104,"rmse":0.5562697396365553,"corr":0.7632370399844143,"n_runs":1},{"model":"TiRex","mae":0.39645785093307495,"mse":0.3230707049369812,"rmse":0.5683930901559071,"corr":0.7507044748058468,"n_runs":1},{"model":"TimeMixer","mae":0.38061439990997314,"mse":0.3048288822174072,"rmse":0.5521131063626431,"corr":0.7662317991213826,"n_runs":1},{"model":"WPMixer","mae":0.3676612079143524,"mse":0.2994212210178375,"rmse":0.5471939519200094,"corr":0.7736934332252351,"n_runs":1},{"model":"SEMPO","mae":0.3932386040687561,"mse":0.3194625675678253,"rmse":0.5652101976856267,"corr":0.7540217557481974,"n_runs":1},{"model":"NHiTS","mae":0.36690840125083923,"mse":0.29852327704429626,"rmse":0.5463728370300781,"corr":0.7742930775640096,"n_runs":1},{"model":"HDMixer","mae":0.3681720793247223,"mse":0.2972595691680908,"rmse":0.5452151586007957,"corr":0.7754053682134312,"n_runs":1},{"model":"ModernTCN","mae":0.418874055147171,"mse":0.35330653190612793,"rmse":0.594395938668938,"corr":0.7240947431348276,"n_runs":1},{"model":"APN","mae":0.38954678177833557,"mse":0.3139234185218811,"rmse":0.5602886921238739,"corr":0.7585268353268766,"n_runs":1},{"model":"Crossformer","mae":0.35968679189682007,"mse":0.28721532225608826,"rmse":0.5359247356262709,"corr":0.7841359650546744,"n_runs":1},{"model":"DSFormer","mae":0.3639194667339325,"mse":0.29175880551338196,"rmse":0.5401470221276629,"corr":0.7800472439948117,"n_runs":1},{"model":"MTSMixer","mae":0.42086851596832275,"mse":0.35494881868362427,"rmse":0.5957758124358727,"corr":0.72384586544261,"n_runs":1},{"model":"InterPDN","mae":0.48971593379974365,"mse":0.46074992418289185,"rmse":0.6787856246142017,"corr":0.6532135493319368,"n_runs":1},{"model":"BiMamba","mae":0.41717779636383057,"mse":0.3455072343349457,"rmse":0.5877986341724057,"corr":0.7322065664911842,"n_runs":1},{"model":"FEDformer","mae":0.5220419764518738,"mse":0.5045908689498901,"rmse":0.7103455982477052,"corr":0.5796816164353789,"n_runs":1},{"model":"PMDformer","mae":0.3809802234172821,"mse":0.30647459626197815,"rmse":0.5536014778357967,"corr":0.7658746575227907,"n_runs":1},{"model":"LightTS","mae":0.37266281247138977,"mse":0.30053845047950745,"rmse":0.5482138729360171,"corr":0.7712609281535867,"n_runs":1},{"model":"TimeEmb","mae":0.3912752866744995,"mse":0.32109731435775757,"rmse":0.5666544929300019,"corr":0.7547604131524995,"n_runs":1},{"model":"TimeCAP","mae":0.38110384345054626,"mse":0.30627205967903137,"rmse":0.5534185212649025,"corr":0.7659460498512187,"n_runs":1},{"model":"TimeKAN","mae":0.39046427607536316,"mse":0.32019758224487305,"rmse":0.5658600376814685,"corr":0.7552195222522746,"n_runs":1},{"model":"TimeAlign","mae":0.47095391154289246,"mse":0.4432629346847534,"rmse":0.6657799446399338,"corr":0.6455270405348139,"n_runs":1},{"model":"CrossGNN","mae":0.3755910098552704,"mse":0.30442580580711365,"rmse":0.5517479549641428,"corr":0.7665170586729108,"n_runs":1},{"model":"TimeFilter","mae":0.37094804644584656,"mse":0.30227160453796387,"rmse":0.5497923285550317,"corr":0.7708368639607025,"n_runs":1},{"model":"LatentTSF","mae":0.3907645344734192,"mse":0.31393393874168396,"rmse":0.5602980802587887,"corr":0.7580276295996868,"n_runs":1},{"model":"DTAF","mae":0.3764863610267639,"mse":0.3054761588573456,"rmse":0.552698976710963,"corr":0.7660835621300588,"n_runs":1},{"model":"TimeO1","mae":0.3957693576812744,"mse":0.3219003677368164,"rmse":0.5673626421758983,"corr":0.7520501919883709,"n_runs":1},{"model":"STDN","mae":0.5059106945991516,"mse":0.7264331579208374,"rmse":0.8523104821136704,"corr":0.6320316610493618,"n_runs":1},{"model":"STPGNN","mae":0.485628217458725,"mse":0.43897753953933716,"rmse":0.662553801241331,"corr":0.6557491295973867,"n_runs":1},{"model":"D2STGNN","mae":0.6453648209571838,"mse":0.7558947205543518,"rmse":0.8694220612305348,"corr":0.2000921278129366,"n_runs":1},{"model":"BigST","mae":0.38975533843040466,"mse":0.3088269829750061,"rmse":0.5557220375106661,"corr":0.7653430610001577,"n_runs":1},{"model":"Sumba","mae":0.3703833818435669,"mse":0.29727768898010254,"rmse":0.5452317754681054,"corr":0.7762475739677364,"n_runs":1},{"model":"DFDGCN","mae":0.5645194053649902,"mse":0.5475301146507263,"rmse":0.7399527786627511,"corr":0.5367084245561605,"n_runs":1},{"model":"GTS","mae":0.6374343037605286,"mse":0.7000457048416138,"rmse":0.8366873399553825,"corr":0.27866530357595076,"n_runs":1},{"model":"StemGNN","mae":0.5358677506446838,"mse":0.5086685419082642,"rmse":0.713210026505702,"corr":0.5931206712254591,"n_runs":1},{"model":"MTGNN","mae":0.37085381150245667,"mse":0.28746774792671204,"rmse":0.5361601886812486,"corr":0.7805362607858537,"n_runs":1},{"model":"DSTAGNN","mae":0.5583351254463196,"mse":0.5487595200538635,"rmse":0.7407830451987029,"corr":0.5308733793272908,"n_runs":1},{"model":"STGODE","mae":0.3649525046348572,"mse":0.2807041108608246,"rmse":0.5298151666957304,"corr":0.7857981792557629,"n_runs":1},{"model":"MegaCRN","mae":0.3796248733997345,"mse":0.2999528646469116,"rmse":0.5476795273213265,"corr":0.7759313684884283,"n_runs":1},{"model":"STNorm","mae":0.5426204204559326,"mse":0.5398392081260681,"rmse":0.7347375096768016,"corr":0.5481899641960661,"n_runs":1},{"model":"HimNet","mae":0.5192115902900696,"mse":0.4660881459712982,"rmse":0.6827064859595947,"corr":0.6465068983847088,"n_runs":1},{"model":"DGCRN","mae":0.43095657229423523,"mse":0.3623841106891632,"rmse":0.6019834804121814,"corr":0.7265554973400709,"n_runs":1},{"model":"STAEformer","mae":0.38665249943733215,"mse":0.31538525223731995,"rmse":0.5615917131131121,"corr":0.7666168493090604,"n_runs":1},{"model":"DCRNN","mae":0.6435410976409912,"mse":0.7081018686294556,"rmse":0.8414878897699334,"corr":0.27089652664164515,"n_runs":1},{"model":"AGCRN","mae":0.432387113571167,"mse":0.365574449300766,"rmse":0.6046275293937301,"corr":0.7186458015793589,"n_runs":1},{"model":"STGCN","mae":0.4018542766571045,"mse":0.325335830450058,"rmse":0.5703821792886398,"corr":0.7543595765512997,"n_runs":1},{"model":"STWave","mae":0.5531492829322815,"mse":0.5387770533561707,"rmse":0.7340143413831712,"corr":0.5450843794184295,"n_runs":1},{"model":"STTN","mae":0.366401344537735,"mse":0.2827596068382263,"rmse":0.5317514521261096,"corr":0.7861942026892417,"n_runs":1},{"model":"STID","mae":0.5402504205703735,"mse":0.5231128334999084,"rmse":0.7232653963103091,"corr":0.5544805862063875,"n_runs":1},{"model":"GWNet","mae":0.5421834588050842,"mse":0.537503182888031,"rmse":0.7331460856391658,"corr":0.5480275016120213,"n_runs":1},{"model":"AirCade","mae":0.2693479657173157,"mse":0.15552060306072235,"rmse":0.39436100600936996,"corr":0.8892239243723947,"n_runs":1},{"model":"CauAir","mae":0.33293792605400085,"mse":0.21589738130569458,"rmse":0.464647588292132,"corr":0.8402445222073984,"n_runs":1},{"model":"PM25GNN","mae":0.41416165232658386,"mse":0.3433573544025421,"rmse":0.5859670250129627,"corr":0.7362274626927477,"n_runs":1},{"model":"AirFormer","mae":0.3680925667285919,"mse":0.28763464093208313,"rmse":0.5363158033585093,"corr":0.7828858987121621,"n_runs":1},{"model":"DeepAir","mae":0.3568366467952728,"mse":0.27179452776908875,"rmse":0.52133916769133,"corr":0.7946221446951468,"n_runs":1}],"so2":[{"model":"iTransformer","mae":0.3435153067111969,"mse":0.2980177104473114,"rmse":0.545909983831869,"corr":0.7492348962855461,"n_runs":1},{"model":"Fredformer","mae":0.3141930401325226,"mse":0.25957220792770386,"rmse":0.5094822940276765,"corr":0.781905033427771,"n_runs":1},{"model":"MMPD","mae":0.36783257126808167,"mse":0.3234097957611084,"rmse":0.5686913009367283,"corr":0.7235441656931567,"n_runs":1},{"model":"UMixer","mae":0.3429080545902252,"mse":0.29361453652381897,"rmse":0.541862101021855,"corr":0.7495053091579953,"n_runs":1},{"model":"OLinear","mae":0.3772091865539551,"mse":0.3382670283317566,"rmse":0.5816072801571148,"corr":0.7098011991980554,"n_runs":1},{"model":"SymTime","mae":0.40292298793792725,"mse":0.41317012906074524,"rmse":0.6427831119909306,"corr":0.6901246734930392,"n_runs":1},{"model":"TSMixer","mae":0.3536228537559509,"mse":0.2957037091255188,"rmse":0.5437864554450752,"corr":0.7490778156945952,"n_runs":1},{"model":"DistDF","mae":0.44198107719421387,"mse":0.45838138461112976,"rmse":0.6770386876768046,"corr":0.5867890494006918,"n_runs":1},{"model":"FTP","mae":0.3671394884586334,"mse":0.32231220602989197,"rmse":0.5677254671316868,"corr":0.7247513169404349,"n_runs":1},{"model":"S_Mamba","mae":0.34550490975379944,"mse":0.2994377017021179,"rmse":0.5472090109840279,"corr":0.7464571368081683,"n_runs":1},{"model":"ImplicitForecaster","mae":0.3763459324836731,"mse":0.33773621916770935,"rmse":0.5811507714592741,"corr":0.7095639863161614,"n_runs":1},{"model":"GOTSF","mae":0.40508291125297546,"mse":0.41653868556022644,"rmse":0.6453980830156117,"corr":0.6885171185432519,"n_runs":1},{"model":"S4","mae":0.3894962966442108,"mse":0.35260945558547974,"rmse":0.5938092754289712,"corr":0.6982150959570474,"n_runs":1},{"model":"FeTS","mae":0.3764593005180359,"mse":0.33815500140190125,"rmse":0.5815109641287095,"corr":0.7104258366216755,"n_runs":1},{"model":"SparseTSF","mae":0.5274826884269714,"mse":0.5801650285720825,"rmse":0.7616856494460708,"corr":0.4534631861139215,"n_runs":1},{"model":"DeepAR","mae":0.418956458568573,"mse":0.4155963361263275,"rmse":0.6446676167811809,"corr":0.6452910887674459,"n_runs":1},{"model":"CATS","mae":0.4138181507587433,"mse":0.403291791677475,"rmse":0.63505258969433,"corr":0.6450312859689654,"n_runs":1},{"model":"CARD","mae":0.33365753293037415,"mse":0.2796589136123657,"rmse":0.5288278676586227,"corr":0.7637333923239418,"n_runs":1},{"model":"Pyraformer","mae":0.4059694707393646,"mse":0.354623019695282,"rmse":0.5955023255162669,"corr":0.6976718187605929,"n_runs":1},{"model":"FiLM","mae":0.3711855709552765,"mse":0.3297373950481415,"rmse":0.5742276508913007,"corr":0.7164738771901048,"n_runs":1},{"model":"RLinear","mae":0.38294684886932373,"mse":0.3438747823238373,"rmse":0.5864083750457844,"corr":0.7037352788768207,"n_runs":1},{"model":"FreTS","mae":0.35391536355018616,"mse":0.30084073543548584,"rmse":0.5484895034870638,"corr":0.7431523959106826,"n_runs":1},{"model":"TimesNet","mae":0.3853089511394501,"mse":0.3450729250907898,"rmse":0.5874290809032098,"corr":0.7108695895612438,"n_runs":1},{"model":"TexFilter","mae":0.3401433229446411,"mse":0.29399681091308594,"rmse":0.5422147276799902,"corr":0.7516320191601663,"n_runs":1},{"model":"Pathformer","mae":0.34950676560401917,"mse":0.2998058795928955,"rmse":0.5475453219532567,"corr":0.745935289887855,"n_runs":1},{"model":"TimeMosaic","mae":0.3537207841873169,"mse":0.30589497089385986,"rmse":0.5530777259064587,"corr":0.7411237848190861,"n_runs":1},{"model":"PAttn","mae":0.31940969824790955,"mse":0.2672327756881714,"rmse":0.5169456215968672,"corr":0.7749220522723992,"n_runs":1},{"model":"CrossLinear","mae":0.3004368245601654,"mse":0.2467031031847,"rmse":0.49669216138841976,"corr":0.7971886233834224,"n_runs":1},{"model":"SegRNN","mae":0.348942369222641,"mse":0.3195602595806122,"rmse":0.5652966120370899,"corr":0.7362509861943999,"n_runs":1},{"model":"DUET","mae":0.34272924065589905,"mse":0.2909565269947052,"rmse":0.539403862606401,"corr":0.7519212316265618,"n_runs":1},{"model":"TimePerceiver","mae":0.35606271028518677,"mse":0.3131822347640991,"rmse":0.5596268710168402,"corr":0.7330410388038774,"n_runs":1},{"model":"SOFTS","mae":0.34271249175071716,"mse":0.2949827015399933,"rmse":0.5431230998033441,"corr":0.7504503667154376,"n_runs":1},{"model":"PHAT","mae":0.3824007213115692,"mse":0.3509448170661926,"rmse":0.5924059563054651,"corr":0.6993905670824381,"n_runs":1},{"model":"PaiFilter","mae":0.37100455164909363,"mse":0.3299272656440735,"rmse":0.5743929540341468,"corr":0.7170956296111806,"n_runs":1},{"model":"Transformer","mae":0.4074114263057709,"mse":0.3695460557937622,"rmse":0.6079029986714675,"corr":0.6939717735545431,"n_runs":1},{"model":"MAFS","mae":0.36164402961730957,"mse":0.31421828269958496,"rmse":0.5605517662978015,"corr":0.7318337098312583,"n_runs":1},{"model":"COSA","mae":0.366963267326355,"mse":0.32017478346824646,"rmse":0.5658398920792405,"corr":0.7266244116610909,"n_runs":1},{"model":"Kronos","mae":0.3669661283493042,"mse":0.32210665941238403,"rmse":0.5675444118413854,"corr":0.7245744730010686,"n_runs":1},{"model":"GTR","mae":0.38377147912979126,"mse":0.35342133045196533,"rmse":0.594492498230184,"corr":0.698767498848098,"n_runs":1},{"model":"Reformer","mae":0.43368974328041077,"mse":0.4240703880786896,"rmse":0.6512068704172965,"corr":0.6451766436205084,"n_runs":1},{"model":"PhaseFormer","mae":0.37362349033355713,"mse":0.3317604064941406,"rmse":0.5759864638115557,"corr":0.7156675203345805,"n_runs":1},{"model":"Linear","mae":0.3893727660179138,"mse":0.3511592447757721,"rmse":0.5925869090485987,"corr":0.6966824100648801,"n_runs":1},{"model":"MixLinear","mae":0.46008121967315674,"mse":0.4722769260406494,"rmse":0.687224072658001,"corr":0.5719939278382669,"n_runs":1},{"model":"CycleNet","mae":0.380179226398468,"mse":0.34263551235198975,"rmse":0.5853507601020005,"corr":0.7058583005499268,"n_runs":1},{"model":"MoFo","mae":0.30618998408317566,"mse":0.2563376724720001,"rmse":0.5062980075726154,"corr":0.7855284195091062,"n_runs":1},{"model":"NLinear","mae":0.3577427566051483,"mse":0.31448736786842346,"rmse":0.5607917330599868,"corr":0.7381370785834878,"n_runs":1},{"model":"MICN","mae":0.3805733621120453,"mse":0.3329276442527771,"rmse":0.5769988251745207,"corr":0.7202953262751871,"n_runs":1},{"model":"TimeXer","mae":0.3365324139595032,"mse":0.29198288917541504,"rmse":0.5403544107115394,"corr":0.7540630092655681,"n_runs":1},{"model":"AMRC","mae":0.3670392334461212,"mse":0.32224735617637634,"rmse":0.5676683505149608,"corr":0.7244542331965584,"n_runs":1},{"model":"PULSE","mae":0.37786057591438293,"mse":0.33747878670692444,"rmse":0.5809292441484801,"corr":0.7104550912328722,"n_runs":1},{"model":"OccamVTS","mae":0.36917489767074585,"mse":0.3257783353328705,"rmse":0.5707699495706396,"corr":0.7214507783269768,"n_runs":1},{"model":"TimeBridge","mae":0.37041717767715454,"mse":0.3294019401073456,"rmse":0.573935484272706,"corr":0.718993656742113,"n_runs":1},{"model":"SRSNet","mae":0.35036760568618774,"mse":0.3030577301979065,"rmse":0.5505067939616245,"corr":0.7418611238391408,"n_runs":1},{"model":"NBeats","mae":0.34821492433547974,"mse":0.29813796281814575,"rmse":0.5460201121004113,"corr":0.7470882746853361,"n_runs":1},{"model":"Amplifier","mae":0.3486444354057312,"mse":0.3023553490638733,"rmse":0.5498684834247852,"corr":0.7454386250754608,"n_runs":1},{"model":"Aurora","mae":0.35461997985839844,"mse":0.3062092959880829,"rmse":0.5533618129109407,"corr":0.7402028593252569,"n_runs":1},{"model":"xPatch","mae":0.3035915195941925,"mse":0.2511530816555023,"rmse":0.5011517551156559,"corr":0.7887619910872418,"n_runs":1},{"model":"MultiPatchFormer","mae":0.331993967294693,"mse":0.2819303274154663,"rmse":0.530971117308151,"corr":0.7616509739007096,"n_runs":1},{"model":"Informer","mae":0.4359278678894043,"mse":0.41962558031082153,"rmse":0.6477851343700483,"corr":0.6425319099531774,"n_runs":1},{"model":"NSTransformer","mae":0.4155658185482025,"mse":0.4025731384754181,"rmse":0.6344865155977849,"corr":0.6492904534185024,"n_runs":1},{"model":"DLinear","mae":0.35872986912727356,"mse":0.3109225034713745,"rmse":0.5576042534552391,"corr":0.7344169669087379,"n_runs":1},{"model":"TSRAG","mae":0.35525748133659363,"mse":0.3067033588886261,"rmse":0.5538080523869494,"corr":0.7394828316002349,"n_runs":1},{"model":"DynamicTMoE","mae":0.35649049282073975,"mse":0.30798590183258057,"rmse":0.5549647753079294,"corr":0.738163560267098,"n_runs":1},{"model":"ETSformer","mae":0.4473918676376343,"mse":0.44745877385139465,"rmse":0.6689235934330577,"corr":0.6501537269826343,"n_runs":1},{"model":"FITS","mae":0.3921189606189728,"mse":0.34825608134269714,"rmse":0.5901322575005514,"corr":0.6969749360629187,"n_runs":1},{"model":"MambaSimple","mae":0.42758631706237793,"mse":0.43011534214019775,"rmse":0.6558317940906783,"corr":0.6221372292776763,"n_runs":1},{"model":"Autoformer","mae":0.48133713006973267,"mse":0.4983620047569275,"rmse":0.7059475934918452,"corr":0.5569429093088815,"n_runs":1},{"model":"TimeBase","mae":0.45343631505966187,"mse":0.47066065669059753,"rmse":0.6860471242492002,"corr":0.5785826143547115,"n_runs":1},{"model":"MSGNet","mae":0.39082103967666626,"mse":0.345791220664978,"rmse":0.5880401522557606,"corr":0.7018792951347017,"n_runs":1},{"model":"CMoS","mae":0.4141438901424408,"mse":0.3963733911514282,"rmse":0.6295819177449653,"corr":0.6495524068423755,"n_runs":1},{"model":"SVTime","mae":0.36488062143325806,"mse":0.3180030286312103,"rmse":0.5639175725504663,"corr":0.7314780230920825,"n_runs":1},{"model":"PatchMLP","mae":0.3521861732006073,"mse":0.3070172965526581,"rmse":0.5540914153392543,"corr":0.7417369870949937,"n_runs":1},{"model":"SCINet","mae":0.35778728127479553,"mse":0.30315977334976196,"rmse":0.550599467262512,"corr":0.7480505907006373,"n_runs":1},{"model":"Sonnet","mae":0.3656454384326935,"mse":0.3200318515300751,"rmse":0.5657135772898465,"corr":0.7267234365631597,"n_runs":1},{"model":"Koopa","mae":0.37351685762405396,"mse":0.33113884925842285,"rmse":0.5754466519656039,"corr":0.715987772658521,"n_runs":1},{"model":"TiDE","mae":0.37940290570259094,"mse":0.3404066562652588,"rmse":0.5834437901505669,"corr":0.7076889767364037,"n_runs":1},{"model":"HN_MVTS","mae":0.3703450560569763,"mse":0.3277862071990967,"rmse":0.5725261628948468,"corr":0.7198708477840285,"n_runs":1},{"model":"CoRA","mae":0.35837265849113464,"mse":0.3100874722003937,"rmse":0.5568549830973892,"corr":0.7359438239103924,"n_runs":1},{"model":"PWS","mae":0.4403247535228729,"mse":0.46678581833839417,"rmse":0.6832172555918024,"corr":0.5808082986443945,"n_runs":1},{"model":"PatchTST","mae":0.30290788412094116,"mse":0.24894388020038605,"rmse":0.4989427624491471,"corr":0.7932104544670292,"n_runs":1},{"model":"HMformer","mae":0.3566132187843323,"mse":0.30843573808670044,"rmse":0.55536991103831,"corr":0.7380824551333033,"n_runs":1},{"model":"TiRex","mae":0.3643939197063446,"mse":0.3180793225765228,"rmse":0.5639852148563141,"corr":0.727999896415384,"n_runs":1},{"model":"TimeMixer","mae":0.3589095175266266,"mse":0.31501564383506775,"rmse":0.5612625444790235,"corr":0.735000435284195,"n_runs":1},{"model":"WPMixer","mae":0.3455619513988495,"mse":0.29965803027153015,"rmse":0.5474102942688693,"corr":0.7470473629165275,"n_runs":1},{"model":"SEMPO","mae":0.3622845411300659,"mse":0.3151009678840637,"rmse":0.5613385501496078,"corr":0.7309463419812157,"n_runs":1},{"model":"NHiTS","mae":0.34040114283561707,"mse":0.29607903957366943,"rmse":0.5441314543138169,"corr":0.749990571158597,"n_runs":1},{"model":"HDMixer","mae":0.34795159101486206,"mse":0.2956061363220215,"rmse":0.5436967319398025,"corr":0.7517647573365229,"n_runs":1},{"model":"ModernTCN","mae":0.38626065850257874,"mse":0.34945639967918396,"rmse":0.5911483736585799,"corr":0.6974673829382045,"n_runs":1},{"model":"APN","mae":0.36016109585762024,"mse":0.31203651428222656,"rmse":0.5586022863202643,"corr":0.7336849286147606,"n_runs":1},{"model":"Crossformer","mae":0.34215131402015686,"mse":0.29739996790885925,"rmse":0.5453438987545925,"corr":0.7522674284082954,"n_runs":1},{"model":"DSFormer","mae":0.34352225065231323,"mse":0.2955361604690552,"rmse":0.5436323762148969,"corr":0.7509048696308487,"n_runs":1},{"model":"MTSMixer","mae":0.38651373982429504,"mse":0.34744319319725037,"rmse":0.5894431212570475,"corr":0.6989083500536181,"n_runs":1},{"model":"InterPDN","mae":0.4080960750579834,"mse":0.42228859663009644,"rmse":0.6498373616760554,"corr":0.6847854317038319,"n_runs":1},{"model":"BiMamba","mae":0.3975382447242737,"mse":0.36646267771720886,"rmse":0.6053616090546284,"corr":0.6910417339729252,"n_runs":1},{"model":"FEDformer","mae":0.4829472303390503,"mse":0.5060257315635681,"rmse":0.7113548562873301,"corr":0.535839150301297,"n_runs":1},{"model":"PMDformer","mae":0.35447731614112854,"mse":0.30624616146087646,"rmse":0.5533951223681651,"corr":0.7404043922778085,"n_runs":1},{"model":"LightTS","mae":0.3563210666179657,"mse":0.3086261749267578,"rmse":0.5555413350298588,"corr":0.7390536565752536,"n_runs":1},{"model":"TimeEmb","mae":0.3610735833644867,"mse":0.317152738571167,"rmse":0.5631631544864836,"corr":0.7289697082712161,"n_runs":1},{"model":"TimeCAP","mae":0.35457244515419006,"mse":0.30622023344039917,"rmse":0.5533716955540816,"corr":0.7402710132733291,"n_runs":1},{"model":"TimeKAN","mae":0.3644179105758667,"mse":0.3203585743904114,"rmse":0.5660022741919076,"corr":0.7287458525054384,"n_runs":1},{"model":"TimeAlign","mae":0.43337318301200867,"mse":0.4436962604522705,"rmse":0.6661052923166656,"corr":0.6049842665300931,"n_runs":1},{"model":"CrossGNN","mae":0.34607410430908203,"mse":0.30318301916122437,"rmse":0.5506205764055901,"corr":0.7444429414346352,"n_runs":1},{"model":"TimeFilter","mae":0.34567126631736755,"mse":0.29987549781799316,"rmse":0.5476088912882927,"corr":0.7469005032932544,"n_runs":1},{"model":"LatentTSF","mae":0.3588656187057495,"mse":0.3095039427280426,"rmse":0.5563307853499054,"corr":0.7352439177157207,"n_runs":1},{"model":"DTAF","mae":0.34846583008766174,"mse":0.29839104413986206,"rmse":0.5462518138549858,"corr":0.7453321242855101,"n_runs":1},{"model":"TimeO1","mae":0.3651549220085144,"mse":0.31729960441589355,"rmse":0.563293533085454,"corr":0.7291059441158535,"n_runs":1},{"model":"STDN","mae":0.5153830051422119,"mse":0.9108932614326477,"rmse":0.9544072827847908,"corr":0.5580335958040668,"n_runs":1},{"model":"STPGNN","mae":0.4895288348197937,"mse":0.4958704113960266,"rmse":0.7041806667298007,"corr":0.6033659439686757,"n_runs":1},{"model":"D2STGNN","mae":0.6020753979682922,"mse":0.8007675409317017,"rmse":0.8948561565590872,"corr":0.08386080179058973,"n_runs":1},{"model":"BigST","mae":0.3849765360355377,"mse":0.33292287588119507,"rmse":0.5769946931135459,"corr":0.7214350262569419,"n_runs":1},{"model":"Sumba","mae":0.34567829966545105,"mse":0.29462534189224243,"rmse":0.5427940142376686,"corr":0.7506158306601457,"n_runs":1},{"model":"DFDGCN","mae":0.5830056667327881,"mse":0.6781187653541565,"rmse":0.8234796690593864,"corr":0.3507769685112935,"n_runs":1},{"model":"GTS","mae":0.5441703200340271,"mse":0.6587330102920532,"rmse":0.8116236876114775,"corr":0.44236772904784477,"n_runs":1},{"model":"StemGNN","mae":0.5235983729362488,"mse":0.5631046891212463,"rmse":0.7504030177986002,"corr":0.5253720244735162,"n_runs":1},{"model":"MTGNN","mae":0.36468517780303955,"mse":0.3041118085384369,"rmse":0.5514633338114483,"corr":0.7428946611033033,"n_runs":1},{"model":"DSTAGNN","mae":0.5920690298080444,"mse":0.7617586255073547,"rmse":0.8727878467917359,"corr":0.21647767481614263,"n_runs":1},{"model":"STGODE","mae":0.3643001317977905,"mse":0.2957318425178528,"rmse":0.5438123228815736,"corr":0.7490748293250122,"n_runs":1},{"model":"MegaCRN","mae":0.3902079463005066,"mse":0.3487870395183563,"rmse":0.5905819498751688,"corr":0.7167120762494956,"n_runs":1},{"model":"STNorm","mae":0.5145062804222107,"mse":0.5904186964035034,"rmse":0.768387074594246,"corr":0.5113051244219577,"n_runs":1},{"model":"HimNet","mae":0.5138521790504456,"mse":0.5121021270751953,"rmse":0.7156131127048996,"corr":0.5913083030634312,"n_runs":1},{"model":"DGCRN","mae":0.4046376049518585,"mse":0.3899034261703491,"rmse":0.624422474107354,"corr":0.6917860082815579,"n_runs":1},{"model":"STAEformer","mae":0.3732968866825104,"mse":0.3332410454750061,"rmse":0.5772703400271021,"corr":0.727508914108289,"n_runs":1},{"model":"DCRNN","mae":0.5512359142303467,"mse":0.6211170554161072,"rmse":0.7881097990864643,"corr":0.4410008028707731,"n_runs":1},{"model":"AGCRN","mae":0.4435437321662903,"mse":0.4388499855995178,"rmse":0.6624575349405559,"corr":0.6628224751649754,"n_runs":1},{"model":"STGCN","mae":0.4164915382862091,"mse":0.3889748454093933,"rmse":0.6236784791937215,"corr":0.6916272353110632,"n_runs":1},{"model":"STWave","mae":0.5465198159217834,"mse":0.6606840491294861,"rmse":0.8128247345704276,"corr":0.4366496428567324,"n_runs":1},{"model":"STTN","mae":0.35470038652420044,"mse":0.2977907955646515,"rmse":0.5457021124795574,"corr":0.7538227288078418,"n_runs":1},{"model":"STID","mae":0.4955892264842987,"mse":0.5300849676132202,"rmse":0.7280693425857322,"corr":0.532077961553065,"n_runs":1},{"model":"GWNet","mae":0.5216962099075317,"mse":0.593608558177948,"rmse":0.7704599653310664,"corr":0.49303765370331926,"n_runs":1},{"model":"AirCade","mae":0.28827717900276184,"mse":0.19164519011974335,"rmse":0.43777298925326963,"corr":0.8524656334765317,"n_runs":1},{"model":"CauAir","mae":0.34778425097465515,"mse":0.2656591534614563,"rmse":0.515421335861697,"corr":0.7812434881321986,"n_runs":1},{"model":"PM25GNN","mae":0.3960016667842865,"mse":0.3565659821033478,"rmse":0.597131461324345,"corr":0.7078733078769156,"n_runs":1},{"model":"AirFormer","mae":0.3572218418121338,"mse":0.30631887912750244,"rmse":0.5534608198666844,"corr":0.7460477870461151,"n_runs":1},{"model":"DeepAir","mae":0.35101205110549927,"mse":0.2910188138484955,"rmse":0.5394615962684419,"corr":0.7573331700112895,"n_runs":1}],"co":[{"model":"iTransformer","mae":0.0643710047006607,"mse":0.007828827947378159,"rmse":0.08848066425710285,"corr":0.7728427971076199,"n_runs":1},{"model":"Fredformer","mae":0.06091243401169777,"mse":0.007239441853016615,"rmse":0.08508490966685348,"corr":0.7892909460914048,"n_runs":1},{"model":"MMPD","mae":0.06804236024618149,"mse":0.008411376737058163,"rmse":0.09171355808743963,"corr":0.7525956469539046,"n_runs":1},{"model":"UMixer","mae":0.06600584089756012,"mse":0.008168055675923824,"rmse":0.09037729624149986,"corr":0.7611096833198568,"n_runs":1},{"model":"OLinear","mae":0.06962643563747406,"mse":0.008687546476721764,"rmse":0.09320700873175666,"corr":0.7423045897028515,"n_runs":1},{"model":"SymTime","mae":0.07457450777292252,"mse":0.010494246147572994,"rmse":0.10244142788722244,"corr":0.7116820050558403,"n_runs":1},{"model":"TSMixer","mae":0.06928883492946625,"mse":0.008671965450048447,"rmse":0.09312338830846119,"corr":0.7458428067313543,"n_runs":1},{"model":"DistDF","mae":0.07983275502920151,"mse":0.01107700914144516,"rmse":0.10524737118543702,"corr":0.6455068221848022,"n_runs":1},{"model":"FTP","mae":0.0682101622223854,"mse":0.00846845656633377,"rmse":0.09202421728183169,"corr":0.7520791528680892,"n_runs":1},{"model":"S_Mamba","mae":0.06569935381412506,"mse":0.008110331371426582,"rmse":0.09005737821759294,"corr":0.7654178008435252,"n_runs":1},{"model":"ImplicitForecaster","mae":0.06966160982847214,"mse":0.008651425130665302,"rmse":0.09301303742306936,"corr":0.7402155374139187,"n_runs":1},{"model":"GOTSF","mae":0.07472778856754303,"mse":0.010534454137086868,"rmse":0.10263748894573985,"corr":0.7114190616433107,"n_runs":1},{"model":"S4","mae":0.06884384155273438,"mse":0.008505253121256828,"rmse":0.09222392922260919,"corr":0.7498681153466666,"n_runs":1},{"model":"FeTS","mae":0.0693034678697586,"mse":0.008622732944786549,"rmse":0.09285867188791011,"corr":0.7443062670272177,"n_runs":1},{"model":"SparseTSF","mae":0.09903731942176819,"mse":0.016333134844899178,"rmse":0.12780115353508817,"corr":0.424932941949035,"n_runs":1},{"model":"DeepAR","mae":0.08836548775434494,"mse":0.013677379116415977,"rmse":0.11695032756010552,"corr":0.574732933913363,"n_runs":1},{"model":"CATS","mae":0.07345900684595108,"mse":0.009543800726532936,"rmse":0.09769237803704513,"corr":0.7067171849821693,"n_runs":1},{"model":"CARD","mae":0.0622359924018383,"mse":0.007417145650833845,"rmse":0.08612285208255614,"corr":0.7837093106667954,"n_runs":1},{"model":"Pyraformer","mae":0.07789694517850876,"mse":0.010186572559177876,"rmse":0.10092855175408927,"corr":0.6955915980030164,"n_runs":1},{"model":"FiLM","mae":0.06858588755130768,"mse":0.008622663095593452,"rmse":0.09285829578230183,"corr":0.7418818098523041,"n_runs":1},{"model":"RLinear","mae":0.07024487107992172,"mse":0.00887377467006445,"rmse":0.09420071480654725,"corr":0.7366816526681682,"n_runs":1},{"model":"FreTS","mae":0.0706590861082077,"mse":0.00894306693226099,"rmse":0.09456779014157511,"corr":0.7382764058589657,"n_runs":1},{"model":"TimesNet","mae":0.06803460419178009,"mse":0.008253100328147411,"rmse":0.0908465757645681,"corr":0.7592537261956425,"n_runs":1},{"model":"TexFilter","mae":0.06456827372312546,"mse":0.007907302118837833,"rmse":0.08892301231311181,"corr":0.770229589434966,"n_runs":1},{"model":"Pathformer","mae":0.06600261479616165,"mse":0.008228074759244919,"rmse":0.09070873584856598,"corr":0.7611179585761156,"n_runs":1},{"model":"TimeMosaic","mae":0.06586765497922897,"mse":0.008134344592690468,"rmse":0.0901906014653992,"corr":0.7641502511814999,"n_runs":1},{"model":"PAttn","mae":0.06345705687999725,"mse":0.007685949094593525,"rmse":0.08766954485220922,"corr":0.7782050639450624,"n_runs":1},{"model":"CrossLinear","mae":0.05839568376541138,"mse":0.006856001913547516,"rmse":0.08280097773304078,"corr":0.802877503643293,"n_runs":1},{"model":"SegRNN","mae":0.066766157746315,"mse":0.008415304124355316,"rmse":0.09173496674853769,"corr":0.7556946144026289,"n_runs":1},{"model":"DUET","mae":0.0641535073518753,"mse":0.0077758245170116425,"rmse":0.08818063572583065,"corr":0.7711985033710883,"n_runs":1},{"model":"TimePerceiver","mae":0.06876468658447266,"mse":0.008690907619893551,"rmse":0.09322503751618205,"corr":0.7434104253592907,"n_runs":1},{"model":"SOFTS","mae":0.06560691446065903,"mse":0.008139687590301037,"rmse":0.09022021719271704,"corr":0.7650673100214828,"n_runs":1},{"model":"PHAT","mae":0.0703216940164566,"mse":0.008784344419836998,"rmse":0.09372483352792363,"corr":0.7334286412263693,"n_runs":1},{"model":"PaiFilter","mae":0.07010030746459961,"mse":0.008855496533215046,"rmse":0.09410364782098006,"corr":0.7406875398174555,"n_runs":1},{"model":"Transformer","mae":0.0799294039607048,"mse":0.010649195872247219,"rmse":0.10319494111751418,"corr":0.6947113010614828,"n_runs":1},{"model":"MAFS","mae":0.06695903092622757,"mse":0.008223609067499638,"rmse":0.09068411695274778,"corr":0.758835687488572,"n_runs":1},{"model":"COSA","mae":0.0676361694931984,"mse":0.008280771784484386,"rmse":0.09099874605995616,"corr":0.75697444906407,"n_runs":1},{"model":"Kronos","mae":0.06788031756877899,"mse":0.008360899984836578,"rmse":0.09143795702462178,"corr":0.7535060810610006,"n_runs":1},{"model":"GTR","mae":0.07118552923202515,"mse":0.009016995318233967,"rmse":0.09495786075009255,"corr":0.7312731087588532,"n_runs":1},{"model":"Reformer","mae":0.08654122054576874,"mse":0.01231163740158081,"rmse":0.11095781811833184,"corr":0.6405209579986701,"n_runs":1},{"model":"PhaseFormer","mae":0.06931017339229584,"mse":0.008642701432108879,"rmse":0.09296613056435596,"corr":0.7446793334234085,"n_runs":1},{"model":"Linear","mae":0.07674306631088257,"mse":0.010149217210710049,"rmse":0.10074332340512719,"corr":0.6886856441598667,"n_runs":1},{"model":"MixLinear","mae":0.08059938251972198,"mse":0.01132714468985796,"rmse":0.10642905942390903,"corr":0.6345178662866542,"n_runs":1},{"model":"CycleNet","mae":0.06996051967144012,"mse":0.008851178921759129,"rmse":0.09408070430093053,"corr":0.738157858610243,"n_runs":1},{"model":"MoFo","mae":0.06305569410324097,"mse":0.007680697366595268,"rmse":0.08763958789608306,"corr":0.7785839218602203,"n_runs":1},{"model":"NLinear","mae":0.06749475002288818,"mse":0.008593899197876453,"rmse":0.09270328579870539,"corr":0.7543239718362716,"n_runs":1},{"model":"MICN","mae":0.0735100582242012,"mse":0.009401656687259674,"rmse":0.09696214048410685,"corr":0.7162552173975999,"n_runs":1},{"model":"TimeXer","mae":0.06465379893779755,"mse":0.007916353642940521,"rmse":0.08897389304138895,"corr":0.7673890382354551,"n_runs":1},{"model":"AMRC","mae":0.06770284473896027,"mse":0.008328789845108986,"rmse":0.09126220381466243,"corr":0.7542980656208148,"n_runs":1},{"model":"PULSE","mae":0.06983539462089539,"mse":0.00876788329333067,"rmse":0.09363697610095421,"corr":0.7416779448048367,"n_runs":1},{"model":"OccamVTS","mae":0.06824252754449844,"mse":0.008432472124695778,"rmse":0.09182849298935368,"corr":0.7510675328987482,"n_runs":1},{"model":"TimeBridge","mae":0.06908582150936127,"mse":0.008584377355873585,"rmse":0.09265191501460499,"corr":0.7427870678511942,"n_runs":1},{"model":"SRSNet","mae":0.06612090021371841,"mse":0.008161071687936783,"rmse":0.09033865002277144,"corr":0.7597073545729383,"n_runs":1},{"model":"NBeats","mae":0.06528355926275253,"mse":0.008030299097299576,"rmse":0.08961193613185453,"corr":0.7660056496140115,"n_runs":1},{"model":"Amplifier","mae":0.06598375737667084,"mse":0.008263816125690937,"rmse":0.09090553407626478,"corr":0.7616744077500883,"n_runs":1},{"model":"Aurora","mae":0.06593458354473114,"mse":0.008105950430035591,"rmse":0.09003305187560617,"corr":0.7639227749256853,"n_runs":1},{"model":"xPatch","mae":0.060600001364946365,"mse":0.00717362342402339,"rmse":0.08469724566964022,"corr":0.7907564200408284,"n_runs":1},{"model":"MultiPatchFormer","mae":0.06371603161096573,"mse":0.007721761241555214,"rmse":0.08787355257160834,"corr":0.7739408712294784,"n_runs":1},{"model":"Informer","mae":0.08090998977422714,"mse":0.01082825381308794,"rmse":0.10405889588635822,"corr":0.6851699193154455,"n_runs":1},{"model":"NSTransformer","mae":0.07383551448583603,"mse":0.009454259648919106,"rmse":0.09723301727766709,"corr":0.7182734546832299,"n_runs":1},{"model":"DLinear","mae":0.06817279011011124,"mse":0.008401949889957905,"rmse":0.09166215080368725,"corr":0.7484610899469969,"n_runs":1},{"model":"TSRAG","mae":0.06601475179195404,"mse":0.008109320886433125,"rmse":0.09005176781403641,"corr":0.7636358039471184,"n_runs":1},{"model":"DynamicTMoE","mae":0.06615123152732849,"mse":0.008124545216560364,"rmse":0.09013625916666591,"corr":0.7629807352789268,"n_runs":1},{"model":"ETSformer","mae":0.09223957359790802,"mse":0.01445352379232645,"rmse":0.1202228089520722,"corr":0.6372502118598957,"n_runs":1},{"model":"FITS","mae":0.0716407299041748,"mse":0.00904197059571743,"rmse":0.09508927697546884,"corr":0.7292304121944794,"n_runs":1},{"model":"MambaSimple","mae":0.0769076943397522,"mse":0.010411839000880718,"rmse":0.10203841923942529,"corr":0.6814109648483163,"n_runs":1},{"model":"Autoformer","mae":0.09107518196105957,"mse":0.01394428126513958,"rmse":0.11808590629342512,"corr":0.5338609288614051,"n_runs":1},{"model":"TimeBase","mae":0.07988771796226501,"mse":0.011170377023518085,"rmse":0.10569000436899455,"corr":0.6446287745887156,"n_runs":1},{"model":"MSGNet","mae":0.06810113042593002,"mse":0.008233915083110332,"rmse":0.09074092286895881,"corr":0.7577453158204349,"n_runs":1},{"model":"CMoS","mae":0.07457520067691803,"mse":0.009678773581981659,"rmse":0.09838075818970729,"corr":0.6987733984840285,"n_runs":1},{"model":"SVTime","mae":0.068208247423172,"mse":0.008621947839856148,"rmse":0.09285444437320245,"corr":0.7482411584532788,"n_runs":1},{"model":"PatchMLP","mae":0.06610971689224243,"mse":0.008250382728874683,"rmse":0.09083161745160483,"corr":0.7640377871087819,"n_runs":1},{"model":"SCINet","mae":0.0654698982834816,"mse":0.007982068695127964,"rmse":0.08934242382613068,"corr":0.7713779030559265,"n_runs":1},{"model":"Sonnet","mae":0.06787855923175812,"mse":0.008389374241232872,"rmse":0.09159352728895678,"corr":0.7539107056144869,"n_runs":1},{"model":"Koopa","mae":0.07005225121974945,"mse":0.008803202770650387,"rmse":0.09382538446843897,"corr":0.7408962243817758,"n_runs":1},{"model":"TiDE","mae":0.06977295130491257,"mse":0.008786415681242943,"rmse":0.09373588257035266,"corr":0.7395949672995633,"n_runs":1},{"model":"HN_MVTS","mae":0.06856608390808105,"mse":0.008490759879350662,"rmse":0.09214531935671319,"corr":0.749287247275803,"n_runs":1},{"model":"CoRA","mae":0.06645870953798294,"mse":0.0081472834572196,"rmse":0.09026230363346374,"corr":0.7615998385563733,"n_runs":1},{"model":"PWS","mae":0.07959890365600586,"mse":0.011161433532834053,"rmse":0.1056476858848979,"corr":0.64602819040476,"n_runs":1},{"model":"PatchTST","mae":0.06033333018422127,"mse":0.007251260336488485,"rmse":0.08515433245870985,"corr":0.7939311030522116,"n_runs":1},{"model":"HMformer","mae":0.06625277549028397,"mse":0.008156878873705864,"rmse":0.09031544094841072,"corr":0.7625905407484992,"n_runs":1},{"model":"TiRex","mae":0.06734094768762589,"mse":0.008265120908617973,"rmse":0.09091271037989118,"corr":0.7564240889657105,"n_runs":1},{"model":"TimeMixer","mae":0.06762771308422089,"mse":0.00848669558763504,"rmse":0.09212326301013789,"corr":0.7533798787373442,"n_runs":1},{"model":"WPMixer","mae":0.06636013090610504,"mse":0.008331707678735256,"rmse":0.09127818840629592,"corr":0.7608175782714693,"n_runs":1},{"model":"SEMPO","mae":0.06705239415168762,"mse":0.008234141394495964,"rmse":0.09074216987980817,"corr":0.7582499022407928,"n_runs":1},{"model":"NHiTS","mae":0.0649113655090332,"mse":0.008016654290258884,"rmse":0.08953577100946239,"corr":0.7676567030558663,"n_runs":1},{"model":"HDMixer","mae":0.06469973176717758,"mse":0.007887223735451698,"rmse":0.08881004298755686,"corr":0.7735150472055206,"n_runs":1},{"model":"ModernTCN","mae":0.07028692215681076,"mse":0.00883458461612463,"rmse":0.0939924710608495,"corr":0.7342873452303615,"n_runs":1},{"model":"APN","mae":0.06659825891256332,"mse":0.008141698315739632,"rmse":0.09023135993511143,"corr":0.760987325748172,"n_runs":1},{"model":"Crossformer","mae":0.07259921729564667,"mse":0.0092770392075181,"rmse":0.09631738787736148,"corr":0.7209281805998442,"n_runs":1},{"model":"DSFormer","mae":0.06431826949119568,"mse":0.007851681672036648,"rmse":0.08860971544947342,"corr":0.7732830149272073,"n_runs":1},{"model":"MTSMixer","mae":0.07291597872972488,"mse":0.009459751658141613,"rmse":0.09726125466053588,"corr":0.7160140121276138,"n_runs":1},{"model":"InterPDN","mae":0.07538315653800964,"mse":0.01070486567914486,"rmse":0.10346432080260741,"corr":0.7062825154402209,"n_runs":1},{"model":"BiMamba","mae":0.06980377435684204,"mse":0.008702903985977173,"rmse":0.09328935623090757,"corr":0.7461764377623222,"n_runs":1},{"model":"FEDformer","mae":0.0879240557551384,"mse":0.012998302467167377,"rmse":0.11401009809296446,"corr":0.5928157685034406,"n_runs":1},{"model":"PMDformer","mae":0.06594909727573395,"mse":0.008123507723212242,"rmse":0.09013050384421604,"corr":0.7638496850932261,"n_runs":1},{"model":"LightTS","mae":0.07499594241380692,"mse":0.009785441681742668,"rmse":0.09892139142643853,"corr":0.7012457016616878,"n_runs":1},{"model":"TimeEmb","mae":0.06868301331996918,"mse":0.008577810600399971,"rmse":0.09261647045963245,"corr":0.7476485827461744,"n_runs":1},{"model":"TimeCAP","mae":0.06591415405273438,"mse":0.00811014324426651,"rmse":0.09005633372654313,"corr":0.7640821114740461,"n_runs":1},{"model":"TimeKAN","mae":0.06774531304836273,"mse":0.008503752760589123,"rmse":0.09221579452886107,"corr":0.7527846960234361,"n_runs":1},{"model":"TimeAlign","mae":0.07876285165548325,"mse":0.010968472808599472,"rmse":0.10473047698067393,"corr":0.651989165271121,"n_runs":1},{"model":"CrossGNN","mae":0.06762970238924026,"mse":0.008556024171411991,"rmse":0.092498779296875,"corr":0.75402124610609,"n_runs":1},{"model":"TimeFilter","mae":0.06586822122335434,"mse":0.008202988654375076,"rmse":0.09057035196119687,"corr":0.7608476841602352,"n_runs":1},{"model":"LatentTSF","mae":0.0667714849114418,"mse":0.008136434480547905,"rmse":0.09020218667276257,"corr":0.759965928611884,"n_runs":1},{"model":"DTAF","mae":0.06623592972755432,"mse":0.008189023472368717,"rmse":0.09049322335052895,"corr":0.7609287557544548,"n_runs":1},{"model":"TimeO1","mae":0.0674128457903862,"mse":0.008242405019700527,"rmse":0.09078769200558261,"corr":0.7585071071271446,"n_runs":1},{"model":"STDN","mae":0.12746752798557281,"mse":0.5706029534339905,"rmse":0.7553826536491227,"corr":0.5035022328490181,"n_runs":1},{"model":"STPGNN","mae":0.12159310281276703,"mse":0.024310678243637085,"rmse":0.15591881940175498,"corr":0.6007392906846071,"n_runs":1},{"model":"D2STGNN","mae":0.14175423979759216,"mse":0.030882563441991806,"rmse":0.1757343547573775,"corr":-0.026262042522069727,"n_runs":1},{"model":"BigST","mae":0.07815657556056976,"mse":0.010380398482084274,"rmse":0.1018842405972792,"corr":0.6957167633357152,"n_runs":1},{"model":"Sumba","mae":0.07545551657676697,"mse":0.00997184682637453,"rmse":0.09985913491701463,"corr":0.7094003180776345,"n_runs":1},{"model":"DFDGCN","mae":0.1280045062303543,"mse":0.025032369419932365,"rmse":0.1582162109896845,"corr":0.45137494980940907,"n_runs":1},{"model":"GTS","mae":0.13903993368148804,"mse":0.03143856301903725,"rmse":0.1773092299318827,"corr":0.3710770381982231,"n_runs":1},{"model":"StemGNN","mae":0.12648507952690125,"mse":0.026539238169789314,"rmse":0.1629086804617523,"corr":0.5598134752943486,"n_runs":1},{"model":"MTGNN","mae":0.0765506774187088,"mse":0.010001546703279018,"rmse":0.10000773321738184,"corr":0.7067825702346053,"n_runs":1},{"model":"DSTAGNN","mae":0.13868348300457,"mse":0.03064676560461521,"rmse":0.17506217639631702,"corr":0.35188035847732907,"n_runs":1},{"model":"STGODE","mae":0.08459445089101791,"mse":0.012075686827301979,"rmse":0.10988943000717576,"corr":0.6967188663915598,"n_runs":1},{"model":"MegaCRN","mae":0.08983511477708817,"mse":0.013823730871081352,"rmse":0.11757436315405392,"corr":0.6637606835118696,"n_runs":1},{"model":"STNorm","mae":0.1021312028169632,"mse":0.016721270978450775,"rmse":0.12931075352982355,"corr":0.5012516753246178,"n_runs":1},{"model":"HimNet","mae":0.1079443022608757,"mse":0.01909804157912731,"rmse":0.13819566411116996,"corr":0.5935946179121254,"n_runs":1},{"model":"DGCRN","mae":0.10869814455509186,"mse":0.019069572910666466,"rmse":0.13809262438909062,"corr":0.609376554658994,"n_runs":1},{"model":"STAEformer","mae":0.0837319865822792,"mse":0.011849069967865944,"rmse":0.1088534334224968,"corr":0.6925463266923934,"n_runs":1},{"model":"DCRNN","mae":0.1565731316804886,"mse":0.040614549070596695,"rmse":0.2015305164747927,"corr":0.08413342033866474,"n_runs":1},{"model":"AGCRN","mae":0.10939238220453262,"mse":0.019710112363100052,"rmse":0.1403927076564166,"corr":0.6755537610612692,"n_runs":1},{"model":"STGCN","mae":0.08743752539157867,"mse":0.012874195352196693,"rmse":0.11346451142183926,"corr":0.659164461059629,"n_runs":1},{"model":"STWave","mae":0.14352183043956757,"mse":0.03387901932001114,"rmse":0.18406254187099325,"corr":0.46125206101618926,"n_runs":1},{"model":"STTN","mae":0.07697581499814987,"mse":0.010174603201448917,"rmse":0.10086923813258886,"corr":0.7207432061209489,"n_runs":1},{"model":"STID","mae":0.1490132063627243,"mse":0.03669234365224838,"rmse":0.19155245665939236,"corr":0.35597952496526125,"n_runs":1},{"model":"GWNet","mae":0.1115732342004776,"mse":0.01968834362924099,"rmse":0.140315158230467,"corr":0.5369641584302508,"n_runs":1},{"model":"AirCade","mae":0.05664336308836937,"mse":0.005634847562760115,"rmse":0.07506562171034165,"corr":0.8492953145709086,"n_runs":1},{"model":"CauAir","mae":0.07445818930864334,"mse":0.009257842786610126,"rmse":0.09621768437563921,"corr":0.7666784393800343,"n_runs":1},{"model":"PM25GNN","mae":0.08771952986717224,"mse":0.013752980157732964,"rmse":0.11727310074238237,"corr":0.6693772062165432,"n_runs":1},{"model":"AirFormer","mae":0.07324737310409546,"mse":0.009604648686945438,"rmse":0.09800330957138866,"corr":0.734108593927763,"n_runs":1},{"model":"DeepAir","mae":0.07367632538080215,"mse":0.009612626396119595,"rmse":0.09804400234649539,"corr":0.7270194431033553,"n_runs":1}]}}}}}}'),H=new Date(I.generated_at).toISOString().slice(0,16).replace("T"," "),B={en:{toLight:"Switch to light mode",toDark:"Switch to dark mode"},zh:{toLight:"切换到白天模式",toDark:"切换到暗夜模式"}};function W(){let[e,r]=(0,_.useState)("en"),s=L[e];return(0,n.jsxs)(n.Fragment,{children:[(0,n.jsx)("header",{className:"sticky top-0 z-20 border-b border-border bg-paper/80 backdrop-blur",children:(0,n.jsxs)("div",{className:"mx-auto flex max-w-6xl items-center justify-between px-5 py-3.5 sm:px-8",children:[(0,n.jsxs)("a",{href:"https://diaugeia.ai",className:"font-serif text-lg tracking-[-0.01em] text-ink",children:["diaugeia",(0,n.jsx)("span",{className:"text-accent",children:".ai"})]}),(0,n.jsxs)("div",{className:"flex items-center gap-3",children:[(0,n.jsx)("div",{className:"inline-flex items-center rounded-full border border-border p-0.5 text-[0.8rem]",children:["en","zh"].map(s=>(0,n.jsx)("button",{type:"button",onClick:()=>r(s),"aria-current":e===s?"true":void 0,className:"rounded-full px-2.5 py-1 leading-none transition-colors ".concat(e===s?"bg-ink text-paper":"text-muted hover:text-ink"),children:"en"===s?"EN":"中文"},s))}),(0,n.jsx)(j,{labels:B[e]})]})]})}),(0,n.jsx)("section",{className:"border-b border-border",children:(0,n.jsxs)("div",{className:"mx-auto max-w-6xl px-5 py-16 sm:px-8 sm:py-20",children:[(0,n.jsx)("h1",{className:"font-serif text-4xl tracking-[-0.02em] text-ink sm:text-6xl",children:s.title}),(0,n.jsx)("p",{className:"mt-5 max-w-2xl text-lg leading-relaxed text-muted",children:s.lede}),(0,n.jsxs)("p",{className:"mt-6 text-sm text-faint",children:[s.updated," ",(0,n.jsxs)("span",{className:"text-accent",children:[H," UTC"]})," \xb7 ",(0,n.jsx)("span",{className:"text-accent",children:I.n_submissions})," ",s.submissions," \xb7 ",s.rankedBy," ",I.primary_metric.toUpperCase()]})]})}),(0,n.jsx)("section",{className:"mx-auto w-full max-w-6xl px-5 py-12 sm:px-8 sm:py-16",children:(0,n.jsx)(_.Suspense,{fallback:null,children:(0,n.jsx)(A,{data:I,copy:s})})}),(0,n.jsx)("footer",{className:"mt-auto border-t border-border",children:(0,n.jsxs)("div",{className:"mx-auto flex max-w-6xl flex-wrap items-center justify-between gap-3 px-5 py-8 text-sm text-faint sm:px-8",children:[(0,n.jsx)("span",{children:"διαύγεια \xb7 open infrastructure for AI research"}),(0,n.jsxs)("span",{className:"flex gap-4",children:[(0,n.jsx)("a",{className:"hover:text-ink",href:"https://github.com/Diaugeia/tseval-leaderboard",children:"GitHub"}),(0,n.jsx)("a",{className:"hover:text-ink",href:"https://github.com/Diaugeia/tseval-leaderboard/tree/main/submissions",children:"Submissions"})]})]})})]})}}},e=>{e.O(0,[712,441,255,358],()=>e(e.s=7666)),_N_E=e.O()}]); \ No newline at end of file