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XllentAI
/
modular_arithmetic
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Xllent AI
2
PyTorch
modular-arithmetic
modular-multiplication
carry-aware-tcn
temporal-convolutional-network
horner-scheme
algorithmic-reasoning
length-generalization
sair-modular-arithmetic-challenge
License:
apache-2.0
Model card
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xet
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6b83eb7
modular_arithmetic
768 MB
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1 contributor
History:
11 commits
etwk
Tier 10 = 0.94: highest_tier 9->10 (MAX), overall 0.886->0.978
6b83eb7
4 months ago
.gitattributes
Safe
41 Bytes
Horner-RNN modular-multiplication model (tiers 1-5, up to 2^64)
4 months ago
.gitignore
Safe
19 Bytes
Commit all 5 cell weights as git-LFS objects (16/32/64/128/256-bit)
4 months ago
README.md
13.4 kB
Tier 10 = 0.94: highest_tier 9->10 (MAX), overall 0.886->0.978
4 months ago
manifest.json
8.9 kB
Tier 10 = 0.94: highest_tier 9->10 (MAX), overall 0.886->0.978
4 months ago
model.py
12.8 kB
Tier 10 = 0.94: highest_tier 9->10 (MAX), overall 0.886->0.978
4 months ago
train.py
Safe
9.06 kB
Horner-RNN modular-multiplication model (tiers 1-5, up to 2^64)
4 months ago
weights1024.pt
pickle
Detected Pickle imports (3)
"torch._utils._rebuild_tensor_v2"
,
"torch.FloatStorage"
,
"collections.OrderedDict"
What is a pickle import?
19 MB
xet
Tier 9 = 0.99: highest_tier 8->9, overall 0.788->0.886
4 months ago
weights128.pt
pickle
Detected Pickle imports (3)
"collections.OrderedDict"
,
"torch.FloatStorage"
,
"torch._utils._rebuild_tensor_v2"
What is a pickle import?
15.8 MB
xet
Commit all 5 cell weights as git-LFS objects (16/32/64/128/256-bit)
4 months ago
weights16.pt
202 MB
xet
Commit all 5 cell weights as git-LFS objects (16/32/64/128/256-bit)
4 months ago
weights2048.pt
20.5 MB
xet
Tier 10 = 0.94: highest_tier 9->10 (MAX), overall 0.886->0.978
4 months ago
weights256.pt
pickle
Detected Pickle imports (3)
"collections.OrderedDict"
,
"torch.FloatStorage"
,
"torch._utils._rebuild_tensor_v2"
What is a pickle import?
19 MB
xet
Commit all 5 cell weights as git-LFS objects (16/32/64/128/256-bit)
4 months ago
weights32.pt
456 MB
xet
Commit all 5 cell weights as git-LFS objects (16/32/64/128/256-bit)
4 months ago
weights512.pt
22.1 MB
xet
Tier 8 saturated at 0.92: highest_tier 7->8, overall 0.769->0.788
4 months ago
weights64.pt
pickle
Detected Pickle imports (3)
"collections.OrderedDict"
,
"torch.FloatStorage"
,
"torch._utils._rebuild_tensor_v2"
What is a pickle import?
12.6 MB
xet
64-bit cell: MLP -> carry-aware TCN (fixes tier-0 near-2^64, 944MB->13MB)
4 months ago
