Forward PDE solving on Klein-Gordon 10K-epoch
1.13Relative L2 ErrorGradNorm
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GradNormdh=128, Seeds=5, Epochs=10K2026.05 | 1.13 | 11.4 | |
| AlignedMTLdh=128, Seeds=5, Epochs=10K2026.05 | 1.14 | 8.7 | |
| FAMO+UAMdh=128, Seeds=5, Epochs=10K2026.05 | 1.6 | 4.4 | |
| FAMO+LCAMdh=128, Seeds=5, Epochs=10K2026.05 | 1.6 | 5.9 | |
| ConFIGdh=128, Seeds=5, Epochs=10K2026.05 | 2.39 | 12.6 | |
| FAMOdh=128, Seeds=5, Epochs=10K2026.05 | 2.5 | 6.4 | |
| NashMTLdh=128, Seeds=5, Epochs=10K2026.05 | 3.6 | 12 | |
| SelfAdaptdh=128, Seeds=5, Epochs=10K2026.05 | 3.8 | 8.1 | |
| UAMdh=128, Seeds=5, Epochs=10K2026.05 | 4.3 | 5.4 | |
| Vanilladh=128, Seeds=5, Epochs=10K2026.05 | 4.6 | 7.8 | |
| CAGraddh=128, Seeds=5, Epochs=10K2026.05 | 4.7 | 11.2 | |
| GN+UAMdh=128, Seeds=5, Epochs=10K2026.05 | 4.8 | 8.5 | |
| Uncertaintydh=128, Seeds=5, Epochs=10K2026.05 | 4.89 | 9.3 | |
| GN+LCAMdh=128, Seeds=5, Epochs=10K2026.05 | 6.2 | 8.8 | |
| PCGraddh=128, Seeds=5, Epochs=10K2026.05 | 9 | 6 | |
| Causaldh=128, Seeds=5, Epochs=10K2026.05 | 9.8 | 9.6 |