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Forward PDE Solving on Allen–Cahn 10K-epoch
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1.19
Relative L2 Error
UAM
1.0096
2.2273
3.445
4.6627
May 11, 2026
Relative L2 Error
Updated 22d ago
Evaluation Results
Method
Method
Links
Relative L2 Error
UAM
Epochs=10K, dh=128, Se...
2026.05
1.19
Uncertainty
Epochs=10K, dh=128, Se...
2026.05
1.31
ConFIG
Epochs=10K, dh=128, Se...
2026.05
1.4
Vanilla
Epochs=10K, dh=128, Se...
2026.05
1.6
GN+UAM
Epochs=10K, dh=128, Se...
2026.05
1.6
SelfAdapt
Epochs=10K, dh=128, Se...
2026.05
1.7
Causal
Epochs=10K, dh=128, Se...
2026.05
1.71
AlignedMTL
Epochs=10K, dh=128, Se...
2026.05
1.81
FAMO+UAM
Epochs=10K, dh=128, Se...
2026.05
1.84
CAGrad
Epochs=10K, dh=128, Se...
2026.05
1.96
FAMO
Epochs=10K, dh=128, Se...
2026.05
2.17
PCGrad
Epochs=10K, dh=128, Se...
2026.05
2.25
GN+LCAM
Epochs=10K, dh=128, Se...
2026.05
2.3
FAMO+LCAM
Epochs=10K, dh=128, Se...
2026.05
2.59
NashMTL
Epochs=10K, dh=128, Se...
2026.05
3.13
GradNorm
Epochs=10K, dh=128, Se...
2026.05
5.7
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