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ResearchFormerly WizWand

Forward PDE solving on Klein-Gordon 10K-epoch

1.13Relative L2 ErrorGradNorm
0.78323.12415.4657.8059May 11, 2026
Updated 6mo ago

Evaluation results

MethodLinks
GradNormdh=128, Seeds=5, Epochs=10K2026.051.1311.4
AlignedMTLdh=128, Seeds=5, Epochs=10K2026.051.148.7
FAMO+UAMdh=128, Seeds=5, Epochs=10K2026.051.64.4
FAMO+LCAMdh=128, Seeds=5, Epochs=10K2026.051.65.9
ConFIGdh=128, Seeds=5, Epochs=10K2026.052.3912.6
FAMOdh=128, Seeds=5, Epochs=10K2026.052.56.4
NashMTLdh=128, Seeds=5, Epochs=10K2026.053.612
SelfAdaptdh=128, Seeds=5, Epochs=10K2026.053.88.1
UAMdh=128, Seeds=5, Epochs=10K2026.054.35.4
Vanilladh=128, Seeds=5, Epochs=10K2026.054.67.8
CAGraddh=128, Seeds=5, Epochs=10K2026.054.711.2
GN+UAMdh=128, Seeds=5, Epochs=10K2026.054.88.5
Uncertaintydh=128, Seeds=5, Epochs=10K2026.054.899.3
GN+LCAMdh=128, Seeds=5, Epochs=10K2026.056.28.8
PCGraddh=128, Seeds=5, Epochs=10K2026.0596
Causaldh=128, Seeds=5, Epochs=10K2026.059.89.6