Forward PDE Solving on Allen–Cahn 10K-epoch
1.19Relative L2 ErrorUAM
Evaluation results
| Method | Links | |
|---|---|---|
| UAMEpochs=10K, dh=128, Seeds=52026.05 | 1.19 | |
| UncertaintyEpochs=10K, dh=128, Seeds=52026.05 | 1.31 | |
| ConFIGEpochs=10K, dh=128, Seeds=12026.05 | 1.4 | |
| VanillaEpochs=10K, dh=128, Seeds=52026.05 | 1.6 | |
| GN+UAMEpochs=10K, dh=128, Seeds=52026.05 | 1.6 | |
| SelfAdaptEpochs=10K, dh=128, Seeds=32026.05 | 1.7 | |
| CausalEpochs=10K, dh=128, Seeds=32026.05 | 1.71 | |
| AlignedMTLEpochs=10K, dh=128, Seeds=12026.05 | 1.81 | |
| FAMO+UAMEpochs=10K, dh=128, Seeds=52026.05 | 1.84 | |
| CAGradEpochs=10K, dh=128, Seeds=12026.05 | 1.96 | |
| FAMOEpochs=10K, dh=128, Seeds=52026.05 | 2.17 | |
| PCGradEpochs=10K, dh=128, Seeds=12026.05 | 2.25 | |
| GN+LCAMEpochs=10K, dh=128, Seeds=52026.05 | 2.3 | |
| FAMO+LCAMEpochs=10K, dh=128, Seeds=52026.05 | 2.59 | |
| NashMTLEpochs=10K, dh=128, Seeds=52026.05 | 3.13 | |
| GradNormEpochs=10K, dh=128, Seeds=52026.05 | 5.7 |