model stringclasses 13
values | model_display stringclasses 13
values | tier stringclasses 6
values | K float64 0.5 6.5 | rho float64 0.05 0.5 | N int64 8 32 | epsilon float64 0.03 3.25 | test_mse_mean float64 0.13 1.02 | test_mse_std float64 0 0.26 | test_mse_count int64 3 3 | test_mae_mean float64 0.17 0.87 | test_mae_std float64 0 0.2 | test_mae_count int64 3 3 | ar_vpt_mean float64 0.48 31.1 | ar_vpt_std float64 0 5.94 | ar_vpt_count int64 3 3 | ar_vpt_std_mean float64 0.37 35.1 | ar_vpt_std_std float64 0 11 | ar_vpt_std_count int64 3 3 | best_val_mse_mean float64 0.13 1.02 | best_val_mse_std float64 0 0.26 | best_val_mse_count int64 3 3 | train_time_s_mean float64 107 22.1k | train_time_s_std float64 0.01 9.56k | train_time_s_count int64 3 3 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
dsformer | DSformer | 3-Implicit | 0.5 | 0.2 | 8 | 0.1 | 0.708396 | 0.003966 | 3 | 0.601144 | 0.00317 | 3 | 8.95 | 0.31225 | 3 | 7.619718 | 0.289112 | 3 | 0.710202 | 0.003819 | 3 | 3,548.424348 | 32.795436 | 3 |
dsformer | DSformer | 3-Implicit | 0.5 | 0.2 | 16 | 0.1 | 0.696405 | 0.005652 | 3 | 0.594124 | 0.00482 | 3 | 12.05 | 1.06419 | 3 | 10.583575 | 2.969959 | 3 | 0.708449 | 0.006009 | 3 | 3,203.817184 | 55.195188 | 3 |
dsformer | DSformer | 3-Implicit | 0.5 | 0.2 | 32 | 0.1 | 0.687696 | 0.005503 | 3 | 0.58878 | 0.003821 | 3 | 14.983333 | 1.422439 | 3 | 7.231778 | 1.659319 | 3 | 0.6766 | 0.005682 | 3 | 3,209.768934 | 20.509369 | 3 |
dsformer | DSformer | 3-Implicit | 0.5 | 0.3 | 8 | 0.15 | 0.780131 | 0.005064 | 3 | 0.655075 | 0.004755 | 3 | 7.433333 | 0.53929 | 3 | 7.517113 | 1.570672 | 3 | 0.731472 | 0.005329 | 3 | 3,555.952924 | 22.094633 | 3 |
dsformer | DSformer | 3-Implicit | 0.5 | 0.3 | 16 | 0.15 | 0.776998 | 0.013525 | 3 | 0.651801 | 0.008059 | 3 | 10.283333 | 0.907377 | 3 | 6.478597 | 0.522427 | 3 | 0.742931 | 0.012485 | 3 | 3,264.424747 | 22.755403 | 3 |
dsformer | DSformer | 3-Implicit | 0.5 | 0.3 | 32 | 0.15 | 0.74817 | 0.004673 | 3 | 0.635203 | 0.00394 | 3 | 11.033333 | 0.907377 | 3 | 6.641439 | 0.980782 | 3 | 0.769701 | 0.00479 | 3 | 3,232.23624 | 7.407924 | 3 |
dsformer | DSformer | 3-Implicit | 0.5 | 0.4 | 8 | 0.2 | 0.791432 | 0.007264 | 3 | 0.673137 | 0.005742 | 3 | 4.35 | 0.34641 | 3 | 2.343529 | 0.181818 | 3 | 0.818542 | 0.00687 | 3 | 3,598.576923 | 35.716115 | 3 |
dsformer | DSformer | 3-Implicit | 0.5 | 0.4 | 16 | 0.2 | 0.810025 | 0.000911 | 3 | 0.682463 | 0.001142 | 3 | 7.583333 | 0.5058 | 3 | 7.965847 | 1.573745 | 3 | 0.797983 | 0.001028 | 3 | 3,196.054486 | 12.26751 | 3 |
dsformer | DSformer | 3-Implicit | 0.5 | 0.4 | 32 | 0.2 | 0.80924 | 0.002184 | 3 | 0.680887 | 0.002344 | 3 | 9.683333 | 0.583809 | 3 | 6.510208 | 0.599623 | 3 | 0.813123 | 0.002246 | 3 | 3,184.622681 | 11.109879 | 3 |
dsformer | DSformer | 3-Implicit | 0.5 | 0.5 | 8 | 0.25 | 0.843899 | 0.006615 | 3 | 0.713118 | 0.005363 | 3 | 5.583333 | 0.485627 | 3 | 4.00984 | 0.332449 | 3 | 0.841075 | 0.006546 | 3 | 3,574.695258 | 20.39283 | 3 |
dsformer | DSformer | 3-Implicit | 0.5 | 0.5 | 16 | 0.25 | 0.833016 | 0.005118 | 3 | 0.707146 | 0.003742 | 3 | 4.95 | 0.180278 | 3 | 3.11817 | 0.065346 | 3 | 0.850239 | 0.005134 | 3 | 3,198.922439 | 26.211485 | 3 |
dsformer | DSformer | 3-Implicit | 0.5 | 0.5 | 32 | 0.25 | 0.839847 | 0.005458 | 3 | 0.709579 | 0.004245 | 3 | 7.816667 | 0.246644 | 3 | 3.245998 | 0.330141 | 3 | 0.83679 | 0.005472 | 3 | 3,232.266089 | 18.167314 | 3 |
dsformer | DSformer | 3-Implicit | 0.97 | 0.05 | 8 | 0.0485 | 0.660704 | 0.013273 | 3 | 0.580422 | 0.008751 | 3 | 11.233333 | 0.557524 | 3 | 8.883688 | 1.215575 | 3 | 0.663265 | 0.012672 | 3 | 3,482.678154 | 35.394609 | 3 |
dsformer | DSformer | 3-Implicit | 0.97 | 0.05 | 16 | 0.0485 | 0.655279 | 0.007993 | 3 | 0.57866 | 0.004735 | 3 | 13.083333 | 1.053961 | 3 | 8.324465 | 0.677259 | 3 | 0.651327 | 0.00782 | 3 | 3,139.428206 | 48.971886 | 3 |
dsformer | DSformer | 3-Implicit | 0.97 | 0.05 | 32 | 0.0485 | 0.64382 | 0.014333 | 3 | 0.571495 | 0.010394 | 3 | 16.583333 | 0.585947 | 3 | 5.911894 | 0.543609 | 3 | 0.641015 | 0.014131 | 3 | 3,143.99703 | 23.980562 | 3 |
dsformer | DSformer | 3-Implicit | 0.97 | 0.075 | 8 | 0.07275 | 0.711337 | 0.006398 | 3 | 0.622414 | 0.004601 | 3 | 6.783333 | 0.368556 | 3 | 5.822821 | 0.333004 | 3 | 0.71226 | 0.006567 | 3 | 3,511.747708 | 21.99427 | 3 |
dsformer | DSformer | 3-Implicit | 0.97 | 0.075 | 16 | 0.07275 | 0.699852 | 0.00809 | 3 | 0.610619 | 0.004238 | 3 | 13.433333 | 0.160728 | 3 | 6.598682 | 0.760653 | 3 | 0.714957 | 0.008 | 3 | 3,102.475901 | 21.482899 | 3 |
dsformer | DSformer | 3-Implicit | 0.97 | 0.075 | 32 | 0.07275 | 0.697255 | 0.003058 | 3 | 0.611738 | 0.000327 | 3 | 13.316667 | 0.765398 | 3 | 5.478332 | 1.170709 | 3 | 0.697176 | 0.003274 | 3 | 3,129.590577 | 10.535344 | 3 |
dsformer | DSformer | 3-Implicit | 0.97 | 0.1 | 8 | 0.097 | 0.753916 | 0.006352 | 3 | 0.651988 | 0.004752 | 3 | 8.866667 | 0.548483 | 3 | 7.560761 | 1.739205 | 3 | 0.74403 | 0.006099 | 3 | 3,503.366414 | 13.847495 | 3 |
dsformer | DSformer | 3-Implicit | 0.97 | 0.1 | 16 | 0.097 | 0.740594 | 0.019727 | 3 | 0.642868 | 0.015013 | 3 | 10.383333 | 0.548483 | 3 | 5.641487 | 1.167986 | 3 | 0.733942 | 0.018706 | 3 | 3,112.310869 | 30.828219 | 3 |
dsformer | DSformer | 3-Implicit | 0.97 | 0.1 | 32 | 0.097 | 0.731461 | 0.003005 | 3 | 0.636853 | 0.002583 | 3 | 11.183333 | 0.529937 | 3 | 4.353005 | 0.848984 | 3 | 0.733068 | 0.002876 | 3 | 3,146.883785 | 19.08719 | 3 |
dsformer | DSformer | 3-Implicit | 0.97 | 0.15 | 8 | 0.1455 | 0.796908 | 0.005141 | 3 | 0.686084 | 0.005092 | 3 | 6.733333 | 0.596518 | 3 | 5.425539 | 0.79548 | 3 | 0.790584 | 0.005205 | 3 | 3,557.344744 | 29.631961 | 3 |
dsformer | DSformer | 3-Implicit | 0.97 | 0.15 | 16 | 0.1455 | 0.786275 | 0.00232 | 3 | 0.679081 | 0.002838 | 3 | 6.016667 | 0.721688 | 3 | 3.829399 | 0.085462 | 3 | 0.79223 | 0.002177 | 3 | 3,134.591885 | 23.462241 | 3 |
dsformer | DSformer | 3-Implicit | 0.97 | 0.15 | 32 | 0.1455 | 0.792535 | 0.00164 | 3 | 0.683574 | 0.001949 | 3 | 8.9 | 0.132288 | 3 | 4.003058 | 0.825102 | 3 | 0.790986 | 0.001789 | 3 | 3,177.160347 | 6.039198 | 3 |
dsformer | DSformer | 3-Implicit | 0.97 | 0.2 | 8 | 0.194 | 0.842749 | 0.003316 | 3 | 0.722499 | 0.002634 | 3 | 5.3 | 0.180278 | 3 | 3.423211 | 0.070271 | 3 | 0.84238 | 0.003064 | 3 | 3,556.646097 | 27.700294 | 3 |
dsformer | DSformer | 3-Implicit | 0.97 | 0.2 | 16 | 0.194 | 0.841594 | 0.003834 | 3 | 0.72072 | 0.003175 | 3 | 7.383333 | 0.625167 | 3 | 4.945864 | 1.105169 | 3 | 0.846002 | 0.003931 | 3 | 3,136.941702 | 32.713448 | 3 |
dsformer | DSformer | 3-Implicit | 0.97 | 0.2 | 32 | 0.194 | 0.831228 | 0.000614 | 3 | 0.71358 | 0.000952 | 3 | 6.85 | 0.4272 | 3 | 3.731927 | 0.817211 | 3 | 0.835803 | 0.000597 | 3 | 3,190.989126 | 16.871526 | 3 |
dsformer | DSformer | 3-Implicit | 0.97 | 0.3 | 8 | 0.291 | 0.900095 | 0.001509 | 3 | 0.769154 | 0.001449 | 3 | 2.483333 | 0.076376 | 3 | 1.541958 | 0.047922 | 3 | 0.907301 | 0.001347 | 3 | 3,572.295909 | 7.542734 | 3 |
dsformer | DSformer | 3-Implicit | 0.97 | 0.3 | 16 | 0.291 | 0.898066 | 0.003008 | 3 | 0.767686 | 0.001418 | 3 | 4.3 | 0.377492 | 3 | 1.955266 | 0.698499 | 3 | 0.896601 | 0.002971 | 3 | 3,154.04284 | 29.452623 | 3 |
dsformer | DSformer | 3-Implicit | 0.97 | 0.3 | 32 | 0.291 | 0.899158 | 0.002374 | 3 | 0.766909 | 0.002523 | 3 | 5.083333 | 0.175594 | 3 | 2.513966 | 0.060939 | 3 | 0.899565 | 0.00234 | 3 | 3,204.005396 | 10.976319 | 3 |
dsformer | DSformer | 3-Implicit | 0.97 | 0.4 | 8 | 0.388 | 0.936921 | 0.005434 | 3 | 0.801182 | 0.005062 | 3 | 3.05 | 0.217945 | 3 | 2.846397 | 0.266052 | 3 | 0.935001 | 0.005368 | 3 | 3,607.981455 | 23.5458 | 3 |
dsformer | DSformer | 3-Implicit | 0.97 | 0.4 | 16 | 0.388 | 0.93748 | 0.000736 | 3 | 0.800381 | 0.002038 | 3 | 4.183333 | 0.25658 | 3 | 2.945132 | 0.219188 | 3 | 0.937704 | 0.000753 | 3 | 3,187.292872 | 24.154377 | 3 |
dsformer | DSformer | 3-Implicit | 0.97 | 0.4 | 32 | 0.388 | 0.935431 | 0.001366 | 3 | 0.798565 | 0.001558 | 3 | 4.3 | 0.278388 | 3 | 2.29824 | 0.405754 | 3 | 0.935867 | 0.001376 | 3 | 3,180.375557 | 10.118761 | 3 |
dsformer | DSformer | 3-Implicit | 0.97 | 0.5 | 8 | 0.485 | 0.962869 | 0.002204 | 3 | 0.821868 | 0.001573 | 3 | 2.483333 | 0.368556 | 3 | 1.857236 | 0.338767 | 3 | 0.95799 | 0.002169 | 3 | 3,597.515876 | 28.914828 | 3 |
dsformer | DSformer | 3-Implicit | 0.97 | 0.5 | 16 | 0.485 | 0.961063 | 0.001612 | 3 | 0.820248 | 0.001802 | 3 | 4.05 | 0.526783 | 3 | 3.135133 | 0.707218 | 3 | 0.962964 | 0.00159 | 3 | 3,148.670991 | 8.032172 | 3 |
dsformer | DSformer | 3-Implicit | 0.97 | 0.5 | 32 | 0.485 | 0.958142 | 0.001048 | 3 | 0.818407 | 0.000892 | 3 | 3.9 | 0.217945 | 3 | 2.093385 | 0.118788 | 3 | 0.959416 | 0.001056 | 3 | 3,173.34244 | 15.181545 | 3 |
dsformer | DSformer | 3-Implicit | 2 | 0.05 | 8 | 0.1 | 0.8495 | 0.004098 | 3 | 0.742215 | 0.004465 | 3 | 5.583333 | 0.781558 | 3 | 3.755417 | 0.670083 | 3 | 0.85504 | 0.004052 | 3 | 3,538.767732 | 22.961312 | 3 |
dsformer | DSformer | 3-Implicit | 2 | 0.05 | 16 | 0.1 | 0.84753 | 0.007526 | 3 | 0.743018 | 0.005102 | 3 | 4.616667 | 0.35473 | 3 | 2.547501 | 0.210022 | 3 | 0.848959 | 0.007435 | 3 | 3,104.520029 | 11.346217 | 3 |
dsformer | DSformer | 3-Implicit | 2 | 0.05 | 32 | 0.1 | 0.854179 | 0.003244 | 3 | 0.745616 | 0.002524 | 3 | 5.933333 | 0.568624 | 3 | 2.542237 | 0.159827 | 3 | 0.850406 | 0.003334 | 3 | 3,112.782277 | 14.128172 | 3 |
dsformer | DSformer | 3-Implicit | 2 | 0.075 | 8 | 0.15 | 0.883797 | 0.007552 | 3 | 0.768694 | 0.005734 | 3 | 4.016667 | 0.104083 | 3 | 2.70848 | 0.099789 | 3 | 0.88157 | 0.007709 | 3 | 3,562.967647 | 3.29245 | 3 |
dsformer | DSformer | 3-Implicit | 2 | 0.075 | 16 | 0.15 | 0.883047 | 0.012595 | 3 | 0.768464 | 0.009619 | 3 | 4.4 | 0.180278 | 3 | 3.309319 | 0.010682 | 3 | 0.884565 | 0.012661 | 3 | 3,077.144441 | 18.146867 | 3 |
dsformer | DSformer | 3-Implicit | 2 | 0.075 | 32 | 0.15 | 0.884413 | 0.006294 | 3 | 0.768786 | 0.003873 | 3 | 5.5 | 0.217945 | 3 | 2.838275 | 0.30626 | 3 | 0.885391 | 0.006234 | 3 | 3,140.157517 | 20.744935 | 3 |
dsformer | DSformer | 3-Implicit | 2 | 0.1 | 8 | 0.2 | 0.907053 | 0.012025 | 3 | 0.785472 | 0.008558 | 3 | 3.283333 | 0.125831 | 3 | 2.195273 | 0.244773 | 3 | 0.907987 | 0.01195 | 3 | 3,528.372158 | 23.564608 | 3 |
dsformer | DSformer | 3-Implicit | 2 | 0.1 | 16 | 0.2 | 0.913139 | 0.010411 | 3 | 0.790302 | 0.007773 | 3 | 3.433333 | 0.600694 | 3 | 2.572199 | 0.182173 | 3 | 0.915734 | 0.010304 | 3 | 3,119.143735 | 19.909543 | 3 |
dsformer | DSformer | 3-Implicit | 2 | 0.1 | 32 | 0.2 | 0.904578 | 0.011535 | 3 | 0.784668 | 0.008927 | 3 | 4.55 | 0.912414 | 3 | 2.370534 | 0.097998 | 3 | 0.904354 | 0.011526 | 3 | 3,167.728233 | 18.29535 | 3 |
dsformer | DSformer | 3-Implicit | 2 | 0.15 | 8 | 0.3 | 0.941057 | 0.010269 | 3 | 0.810452 | 0.007404 | 3 | 3.033333 | 0.5058 | 3 | 2.276699 | 0.342725 | 3 | 0.942004 | 0.010324 | 3 | 3,578.835738 | 27.243495 | 3 |
dsformer | DSformer | 3-Implicit | 2 | 0.15 | 16 | 0.3 | 0.939288 | 0.009395 | 3 | 0.809658 | 0.006944 | 3 | 3.383333 | 0.251661 | 3 | 1.850653 | 0.39227 | 3 | 0.941556 | 0.009339 | 3 | 3,140.728856 | 22.696218 | 3 |
dsformer | DSformer | 3-Implicit | 2 | 0.15 | 32 | 0.3 | 0.926032 | 0.000773 | 3 | 0.798857 | 0.000511 | 3 | 3.566667 | 0.160728 | 3 | 1.723395 | 0.295576 | 3 | 0.926122 | 0.000738 | 3 | 3,193.14973 | 33.643178 | 3 |
dsformer | DSformer | 3-Implicit | 2 | 0.2 | 8 | 0.4 | 0.956683 | 0.009646 | 3 | 0.822652 | 0.007859 | 3 | 2.15 | 0.15 | 3 | 1.588995 | 0.177177 | 3 | 0.956203 | 0.009759 | 3 | 3,560.453689 | 13.975615 | 3 |
dsformer | DSformer | 3-Implicit | 2 | 0.2 | 16 | 0.4 | 0.946243 | 0.001856 | 3 | 0.81394 | 0.001592 | 3 | 3.883333 | 0.175594 | 3 | 1.679556 | 0.205886 | 3 | 0.945995 | 0.001873 | 3 | 3,129.614651 | 10.562473 | 3 |
dsformer | DSformer | 3-Implicit | 2 | 0.2 | 32 | 0.4 | 0.945777 | 0.000405 | 3 | 0.813781 | 0.000737 | 3 | 3.45 | 0.05 | 3 | 1.968435 | 0.081535 | 3 | 0.945501 | 0.000414 | 3 | 3,174.084942 | 16.037369 | 3 |
dsformer | DSformer | 3-Implicit | 2 | 0.3 | 8 | 0.6 | 0.972628 | 0.000478 | 3 | 0.834342 | 0.000731 | 3 | 2.183333 | 0.23094 | 3 | 1.509915 | 0.038521 | 3 | 0.973005 | 0.000448 | 3 | 3,596.676533 | 20.450733 | 3 |
dsformer | DSformer | 3-Implicit | 2 | 0.3 | 16 | 0.6 | 0.971178 | 0.000801 | 3 | 0.833585 | 0.000434 | 3 | 2.75 | 0.173205 | 3 | 1.947369 | 0.113505 | 3 | 0.970842 | 0.000789 | 3 | 3,154.896618 | 9.25063 | 3 |
dsformer | DSformer | 3-Implicit | 2 | 0.3 | 32 | 0.6 | 0.970099 | 0.000236 | 3 | 0.832872 | 0.000151 | 3 | 3.1 | 0.132288 | 3 | 2.099331 | 0.081944 | 3 | 0.96952 | 0.000241 | 3 | 3,160.602191 | 15.847484 | 3 |
dsformer | DSformer | 3-Implicit | 2 | 0.4 | 8 | 0.8 | 0.988195 | 0.00157 | 3 | 0.847142 | 0.001168 | 3 | 1.433333 | 0.076376 | 3 | 1.344383 | 0.038074 | 3 | 0.987988 | 0.001566 | 3 | 3,604.960971 | 26.123637 | 3 |
dsformer | DSformer | 3-Implicit | 2 | 0.4 | 16 | 0.8 | 0.987221 | 0.001433 | 3 | 0.846556 | 0.001015 | 3 | 2.116667 | 0.11547 | 3 | 1.214539 | 0.16909 | 3 | 0.98658 | 0.001419 | 3 | 3,147.208214 | 13.362031 | 3 |
dsformer | DSformer | 3-Implicit | 2 | 0.4 | 32 | 0.8 | 0.986287 | 0.000509 | 3 | 0.846002 | 0.000102 | 3 | 2.1 | 0 | 3 | 1.298824 | 0.067696 | 3 | 0.986969 | 0.000509 | 3 | 3,169.918431 | 20.57382 | 3 |
dsformer | DSformer | 3-Implicit | 2 | 0.5 | 8 | 1 | 1.000072 | 0.00129 | 3 | 0.856249 | 0.000929 | 3 | 1.233333 | 0.11547 | 3 | 1.224499 | 0.076832 | 3 | 0.999785 | 0.001332 | 3 | 3,600.914601 | 6.758557 | 3 |
dsformer | DSformer | 3-Implicit | 2 | 0.5 | 16 | 1 | 0.999379 | 0.000964 | 3 | 0.855761 | 0.000852 | 3 | 1.366667 | 0.076376 | 3 | 1.989625 | 0.067746 | 3 | 0.999209 | 0.000987 | 3 | 3,162.197408 | 32.717181 | 3 |
dsformer | DSformer | 3-Implicit | 2 | 0.5 | 32 | 1 | 0.99836 | 0.000311 | 3 | 0.855237 | 0.00052 | 3 | 1.966667 | 0.152753 | 3 | 1.677589 | 0.059526 | 3 | 0.998707 | 0.000303 | 3 | 3,184.9472 | 29.153224 | 3 |
dsformer | DSformer | 3-Implicit | 6.5 | 0.05 | 8 | 0.325 | 1.014406 | 0.001616 | 3 | 0.866555 | 0.001159 | 3 | 1.083333 | 0.104083 | 3 | 1.323658 | 0.160138 | 3 | 1.011967 | 0.001631 | 3 | 3,554.565798 | 13.023633 | 3 |
dsformer | DSformer | 3-Implicit | 6.5 | 0.05 | 16 | 0.325 | 1.01347 | 0.001209 | 3 | 0.865954 | 0.00097 | 3 | 1.833333 | 0.160728 | 3 | 2.203245 | 0.032644 | 3 | 1.013484 | 0.001224 | 3 | 3,114.860348 | 26.827962 | 3 |
dsformer | DSformer | 3-Implicit | 6.5 | 0.05 | 32 | 0.325 | 1.01131 | 0.001213 | 3 | 0.864538 | 0.000576 | 3 | 1.05 | 0.1 | 3 | 0.925688 | 0.160944 | 3 | 1.011872 | 0.001195 | 3 | 3,128.405212 | 17.440036 | 3 |
dsformer | DSformer | 3-Implicit | 6.5 | 0.075 | 8 | 0.4875 | 1.016791 | 0.000308 | 3 | 0.868544 | 0.000153 | 3 | 0.483333 | 0.125831 | 3 | 0.838831 | 0.230857 | 3 | 1.017279 | 0.00031 | 3 | 3,570.470632 | 26.857026 | 3 |
dsformer | DSformer | 3-Implicit | 6.5 | 0.075 | 16 | 0.4875 | 1.015615 | 0.000754 | 3 | 0.867569 | 0.000582 | 3 | 0.933333 | 0.076376 | 3 | 0.908232 | 0.013144 | 3 | 1.015278 | 0.000725 | 3 | 3,114.294036 | 26.355364 | 3 |
dsformer | DSformer | 3-Implicit | 6.5 | 0.075 | 32 | 0.4875 | 1.016266 | 0.000338 | 3 | 0.868707 | 0.000105 | 3 | 1.1 | 0.1 | 3 | 1.087783 | 0.009587 | 3 | 1.014744 | 0.000326 | 3 | 3,146.083103 | 7.779928 | 3 |
dsformer | DSformer | 3-Implicit | 6.5 | 0.1 | 8 | 0.65 | 1.017963 | 0.000403 | 3 | 0.869332 | 0.000088 | 3 | 0.9 | 0.15 | 3 | 1.172039 | 0.389856 | 3 | 1.017578 | 0.000425 | 3 | 3,550.029264 | 9.041717 | 3 |
dsformer | DSformer | 3-Implicit | 6.5 | 0.1 | 16 | 0.65 | 1.016689 | 0.000385 | 3 | 0.86896 | 0.000053 | 3 | 0.966667 | 0.246644 | 3 | 1.194102 | 0.220633 | 3 | 1.017877 | 0.000384 | 3 | 3,130.111616 | 18.217415 | 3 |
dsformer | DSformer | 3-Implicit | 6.5 | 0.1 | 32 | 0.65 | 1.017046 | 0.000497 | 3 | 0.869188 | 0.000138 | 3 | 0.983333 | 0.028868 | 3 | 0.956921 | 0.014268 | 3 | 1.017562 | 0.00049 | 3 | 3,184.152536 | 2.834122 | 3 |
dsformer | DSformer | 3-Implicit | 6.5 | 0.15 | 8 | 0.975 | 1.018617 | 0.000661 | 3 | 0.870471 | 0.000199 | 3 | 1.083333 | 0.144338 | 3 | 2.130776 | 0.288859 | 3 | 1.018 | 0.000675 | 3 | 3,168.491132 | 794.481061 | 3 |
dsformer | DSformer | 3-Implicit | 6.5 | 0.15 | 16 | 0.975 | 1.017459 | 0.000351 | 3 | 0.869859 | 0.00008 | 3 | 0.65 | 0.05 | 3 | 0.701253 | 0.033404 | 3 | 1.018223 | 0.000383 | 3 | 3,170.722119 | 33.348742 | 3 |
dsformer | DSformer | 3-Implicit | 6.5 | 0.15 | 32 | 0.975 | 1.017525 | 0.00063 | 3 | 0.869923 | 0.000165 | 3 | 1.233333 | 0.028868 | 3 | 1.958848 | 0.108961 | 3 | 1.018729 | 0.000646 | 3 | 3,150.763044 | 13.839208 | 3 |
dsformer | DSformer | 3-Implicit | 6.5 | 0.2 | 8 | 1.3 | 1.018823 | 0.000462 | 3 | 0.871218 | 0.000193 | 3 | 1.233333 | 0.028868 | 3 | 1.256307 | 0.006328 | 3 | 1.017703 | 0.00049 | 3 | 3,589.690567 | 24.729918 | 3 |
dsformer | DSformer | 3-Implicit | 6.5 | 0.2 | 16 | 1.3 | 1.018509 | 0.000058 | 3 | 0.871024 | 0.000009 | 3 | 1.133333 | 0.028868 | 3 | 1.521266 | 0.033504 | 3 | 1.01848 | 0.000061 | 3 | 2,085.639664 | 126.398702 | 3 |
dsformer | DSformer | 3-Implicit | 6.5 | 0.2 | 32 | 1.3 | 1.018897 | 0.000716 | 3 | 0.871068 | 0.000124 | 3 | 0.916667 | 0.028868 | 3 | 1.158228 | 0.038878 | 3 | 1.019492 | 0.000728 | 3 | 2,763.64049 | 647.303195 | 3 |
dsformer | DSformer | 3-Implicit | 6.5 | 0.3 | 8 | 1.95 | 1.017302 | 0.000207 | 3 | 0.870621 | 0.000061 | 3 | 0.533333 | 0.076376 | 3 | 0.686149 | 0.106302 | 3 | 1.019443 | 0.000247 | 3 | 3,576.316377 | 23.418741 | 3 |
dsformer | DSformer | 3-Implicit | 6.5 | 0.3 | 16 | 1.95 | 1.018935 | 0.000088 | 3 | 0.871651 | 0.000027 | 3 | 0.8 | 0 | 3 | 1.122497 | 0 | 3 | 1.018469 | 0.000086 | 3 | 2,796.832665 | 550.333811 | 3 |
dsformer | DSformer | 3-Implicit | 6.5 | 0.3 | 32 | 1.95 | 1.017968 | 0.000041 | 3 | 0.871179 | 0.000016 | 3 | 0.883333 | 0.028868 | 3 | 1.607968 | 0.159405 | 3 | 1.018052 | 0.000031 | 3 | 2,740.858483 | 636.605472 | 3 |
dsformer | DSformer | 3-Implicit | 6.5 | 0.4 | 8 | 2.6 | 1.018724 | 0.000026 | 3 | 0.871679 | 0.000009 | 3 | 1.216667 | 0.152753 | 3 | 1.343067 | 0.159707 | 3 | 1.016996 | 0.000045 | 3 | 3,552.063889 | 5.316415 | 3 |
dsformer | DSformer | 3-Implicit | 6.5 | 0.4 | 16 | 2.6 | 1.019269 | 0.000089 | 3 | 0.87177 | 0.000025 | 3 | 0.716667 | 0.202073 | 3 | 1.019805 | 0.503734 | 3 | 1.018272 | 0.000092 | 3 | 3,089.780401 | 12.946386 | 3 |
dsformer | DSformer | 3-Implicit | 6.5 | 0.4 | 32 | 2.6 | 1.018738 | 0.00008 | 3 | 0.871574 | 0.000025 | 3 | 1.366667 | 0.028868 | 3 | 1.470177 | 0.073273 | 3 | 1.01829 | 0.000079 | 3 | 2,769.642578 | 578.824731 | 3 |
dsformer | DSformer | 3-Implicit | 6.5 | 0.5 | 8 | 3.25 | 1.019132 | 0.000162 | 3 | 0.871595 | 0.000054 | 3 | 0.616667 | 0.076376 | 3 | 0.963559 | 0.077974 | 3 | 1.018476 | 0.00013 | 3 | 3,522.345786 | 6.037567 | 3 |
dsformer | DSformer | 3-Implicit | 6.5 | 0.5 | 16 | 3.25 | 1.018292 | 0.000092 | 3 | 0.871186 | 0.000026 | 3 | 1.166667 | 0.028868 | 3 | 1.613971 | 0.012099 | 3 | 1.018523 | 0.000081 | 3 | 3,162.480223 | 9.061936 | 3 |
dsformer | DSformer | 3-Implicit | 6.5 | 0.5 | 32 | 3.25 | 1.018263 | 0.00011 | 3 | 0.871306 | 0.00003 | 3 | 0.933333 | 0.057735 | 3 | 1.180394 | 0.002444 | 3 | 1.017899 | 0.000134 | 3 | 2,053.162078 | 319.317833 | 3 |
graph_wavenet | GraphWaveNet | 5-LearnedDiff | 0.5 | 0.05 | 8 | 0.025 | 0.264795 | 0.010532 | 3 | 0.278034 | 0.009535 | 3 | 18.083333 | 0.381881 | 3 | 6.370249 | 0.773715 | 3 | 0.270423 | 0.011518 | 3 | 8,907.778825 | 3.598717 | 3 |
graph_wavenet | GraphWaveNet | 5-LearnedDiff | 0.5 | 0.05 | 16 | 0.025 | 0.25009 | 0.009865 | 3 | 0.265135 | 0.00778 | 3 | 21.733333 | 2.267341 | 3 | 8.27516 | 1.919656 | 3 | 0.26361 | 0.011649 | 3 | 7,618.892199 | 7.771009 | 3 |
graph_wavenet | GraphWaveNet | 5-LearnedDiff | 0.5 | 0.05 | 32 | 0.025 | 0.277102 | 0.009231 | 3 | 0.289163 | 0.007431 | 3 | 19 | 0.888819 | 3 | 7.789161 | 0.391733 | 3 | 0.289564 | 0.010064 | 3 | 10,653.260534 | 6.17431 | 3 |
graph_wavenet | GraphWaveNet | 5-LearnedDiff | 0.5 | 0.075 | 8 | 0.0375 | 0.319215 | 0.017558 | 3 | 0.312654 | 0.014127 | 3 | 16.483333 | 0.64291 | 3 | 6.671469 | 0.740611 | 3 | 0.282526 | 0.015908 | 3 | 8,927.69943 | 52.312394 | 3 |
graph_wavenet | GraphWaveNet | 5-LearnedDiff | 0.5 | 0.075 | 16 | 0.0375 | 0.291665 | 0.008056 | 3 | 0.294754 | 0.005829 | 3 | 16.6 | 0.433013 | 3 | 5.626401 | 0.829411 | 3 | 0.311163 | 0.008827 | 3 | 7,567.56787 | 9.061854 | 3 |
graph_wavenet | GraphWaveNet | 5-LearnedDiff | 0.5 | 0.075 | 32 | 0.0375 | 0.324116 | 0.014684 | 3 | 0.3195 | 0.010533 | 3 | 16.95 | 0.563471 | 3 | 4.121549 | 0.151647 | 3 | 0.330859 | 0.015441 | 3 | 11,004.961108 | 97.549832 | 3 |
graph_wavenet | GraphWaveNet | 5-LearnedDiff | 0.5 | 0.1 | 8 | 0.05 | 0.340151 | 0.017061 | 3 | 0.329138 | 0.012301 | 3 | 16.15 | 1.408013 | 3 | 5.233561 | 1.767345 | 3 | 0.362363 | 0.020698 | 3 | 9,160.140393 | 29.687001 | 3 |
graph_wavenet | GraphWaveNet | 5-LearnedDiff | 0.5 | 0.1 | 16 | 0.05 | 0.335663 | 0.016457 | 3 | 0.32753 | 0.013385 | 3 | 14.116667 | 0.35473 | 3 | 3.969843 | 0.699474 | 3 | 0.332665 | 0.015804 | 3 | 7,672.112571 | 50.305885 | 3 |
graph_wavenet | GraphWaveNet | 5-LearnedDiff | 0.5 | 0.1 | 32 | 0.05 | 0.375391 | 0.018788 | 3 | 0.35544 | 0.011798 | 3 | 15.766667 | 0.846069 | 3 | 3.970706 | 0.976083 | 3 | 0.366753 | 0.018064 | 3 | 11,291.771253 | 3.336051 | 3 |
graph_wavenet | GraphWaveNet | 5-LearnedDiff | 0.5 | 0.15 | 8 | 0.075 | 0.408414 | 0.010989 | 3 | 0.385892 | 0.006681 | 3 | 11.816667 | 0.981495 | 3 | 6.337563 | 0.75113 | 3 | 0.405339 | 0.010213 | 3 | 9,370.572423 | 53.79495 | 3 |
graph_wavenet | GraphWaveNet | 5-LearnedDiff | 0.5 | 0.15 | 16 | 0.075 | 0.408385 | 0.012224 | 3 | 0.378685 | 0.010484 | 3 | 12.883333 | 0.633114 | 3 | 3.271234 | 1.397243 | 3 | 0.404964 | 0.011926 | 3 | 7,835.005488 | 24.552803 | 3 |
graph_wavenet | GraphWaveNet | 5-LearnedDiff | 0.5 | 0.15 | 32 | 0.075 | 0.428012 | 0.036229 | 3 | 0.39418 | 0.024064 | 3 | 15.233333 | 0.292973 | 3 | 3.39922 | 0.632812 | 3 | 0.425899 | 0.03584 | 3 | 11,185.285313 | 39.561965 | 3 |
graph_wavenet | GraphWaveNet | 5-LearnedDiff | 0.5 | 0.2 | 8 | 0.1 | 0.457708 | 0.031235 | 3 | 0.421267 | 0.021727 | 3 | 10.966667 | 0.5058 | 3 | 4.962067 | 0.330665 | 3 | 0.459167 | 0.030082 | 3 | 9,316.520232 | 11.267623 | 3 |
graph_wavenet | GraphWaveNet | 5-LearnedDiff | 0.5 | 0.2 | 16 | 0.1 | 0.460857 | 0.012075 | 3 | 0.422718 | 0.007573 | 3 | 12.716667 | 0.802081 | 3 | 5.104077 | 0.428765 | 3 | 0.465607 | 0.01236 | 3 | 7,869.240901 | 40.700979 | 3 |
graph_wavenet | GraphWaveNet | 5-LearnedDiff | 0.5 | 0.2 | 32 | 0.1 | 0.456597 | 0.046175 | 3 | 0.42003 | 0.033493 | 3 | 13.266667 | 0.189297 | 3 | 2.115554 | 0.702955 | 3 | 0.449321 | 0.044736 | 3 | 11,349.823379 | 13.978098 | 3 |
graph_wavenet | GraphWaveNet | 5-LearnedDiff | 0.5 | 0.3 | 8 | 0.15 | 0.544568 | 0.020374 | 3 | 0.488772 | 0.014708 | 3 | 11.116667 | 0.718215 | 3 | 4.806795 | 1.334478 | 3 | 0.516535 | 0.018478 | 3 | 9,400.91636 | 53.369707 | 3 |
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