Forward PDE solving on Conv-Diff 10K-epoch
1Relative L2 ErrorGN+UAM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GN+UAMdh=128, Seeds=5, Epochs=10K2026.05 | 1 | 8.5 | |
| GN+LCAMdh=128, Seeds=5, Epochs=10K2026.05 | 1.4 | 8.8 | |
| GradNormdh=128, Seeds=5, Epochs=10K2026.05 | 1.8 | 11.4 | |
| UAMdh=128, Seeds=5, Epochs=10K2026.05 | 2.64 | 5.4 | |
| FAMO+UAMdh=128, Seeds=5, Epochs=10K2026.05 | 2.7 | 4.4 | |
| Causaldh=128, Seeds=5, Epochs=10K2026.05 | 2.98 | 9.6 | |
| FAMO+LCAMdh=128, Seeds=5, Epochs=10K2026.05 | 3.07 | 5.9 | |
| Vanilladh=128, Seeds=5, Epochs=10K2026.05 | 3.55 | 7.8 | |
| Uncertaintydh=128, Seeds=5, Epochs=10K2026.05 | 3.66 | 9.3 | |
| PCGraddh=128, Seeds=5, Epochs=10K2026.05 | 3.92 | 6 | |
| FAMOdh=128, Seeds=5, Epochs=10K2026.05 | 3.95 | 6.4 | |
| SelfAdaptdh=128, Seeds=5, Epochs=10K2026.05 | 4.12 | 8.1 | |
| AlignedMTLdh=128, Seeds=5, Epochs=10K2026.05 | 4.16 | 8.7 | |
| CAGraddh=128, Seeds=5, Epochs=10K2026.05 | 4.63 | 11.2 | |
| NashMTLdh=128, Seeds=5, Epochs=10K2026.05 | 5.41 | 12 | |
| ConFIGdh=128, Seeds=5, Epochs=10K2026.05 | 8.12 | 12.6 |