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Benchmarks
PDE Modeling on Belousov-Zhabotinsky system
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3.08
Rel. L2 Error (u)
AdamW
2.8448
4.4324
6.02
7.6076
Apr 16, 2026
Rel. L2 Error (u)
Rel. L2 Error (v)
Rel. L2 Error (w)
L-inf Error (u)
L-inf Error (v)
L-inf Error (w)
Error Reduction
Updated 1mo ago
Evaluation Results
Method
Method
Links
Rel. L2 Error (u)
Rel. L2 Error (v)
Rel. L2 Error (w)
L-inf Error (u)
L-inf Error (v)
L-inf Error (w)
Error Reduction
AdamW
variant=Base
2026.04
3.08
2.11
2.3
1.34
2.88
6.24
-
Muon
variant=Base
2026.04
3.31
2.58
2.51
9.5
3.88
7.31
-
CA-AdamW
variant=Curvature-Aware
2026.04
4.7
3.61
3.88
1.73
3.89
8.19
84.74
CA-SOAP
variant=Curvature-Aware
2026.04
8.01
4.66
5.41
3.23
6.19
1.5
90.88
SOAP
variant=Base
2026.04
8.78
7.39
7.24
5.33
9.69
1.97
-
CA-Muon
variant=Curvature-Aware
2026.04
8.96
6.41
6.7
5.85
9.08
1.22
72.93
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