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Forward PDE Solving on Helmholtz 10K-epoch
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Relative L2 Error
GN+UAM
0.6776
2.8538
5.03
7.2062
May 11, 2026
Relative L2 Error
Updated 22d ago
Evaluation Results
Method
Method
Links
Relative L2 Error
GN+UAM
Epochs=10K, dh=128, Se...
2026.05
1
AlignedMTL
Epochs=10K, dh=128, Se...
2026.05
1.1
FAMO+UAM
Epochs=10K, dh=128, Se...
2026.05
1.1
SelfAdapt
Epochs=10K, dh=128, Se...
2026.05
1.2
FAMO+LCAM
Epochs=10K, dh=128, Se...
2026.05
1.3
FAMO
Epochs=10K, dh=128, Se...
2026.05
1.4
UAM
Epochs=10K, dh=128, Se...
2026.05
1.5
NashMTL
Epochs=10K, dh=128, Se...
2026.05
1.65
Uncertainty
Epochs=10K, dh=128, Se...
2026.05
1.8
ConFIG
Epochs=10K, dh=128, Se...
2026.05
2.49
Vanilla
Epochs=10K, dh=128, Se...
2026.05
2.8
CAGrad
Epochs=10K, dh=128, Se...
2026.05
3.3
Causal
Epochs=10K, dh=128, Se...
2026.05
5.3
GradNorm
Epochs=10K, dh=128, Se...
2026.05
6.4
GN+LCAM
Epochs=10K, dh=128, Se...
2026.05
7.81
PCGrad
Epochs=10K, dh=128, Se...
2026.05
9.06
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