Forward PDE Solving on Helmholtz 10K-epoch
1Relative L2 ErrorGN+UAM
Evaluation results
| Method | Links | |
|---|---|---|
| GN+UAMEpochs=10K, dh=128, Seeds=52026.05 | 1 | |
| AlignedMTLEpochs=10K, dh=128, Seeds=42026.05 | 1.1 | |
| FAMO+UAMEpochs=10K, dh=128, Seeds=52026.05 | 1.1 | |
| SelfAdaptEpochs=10K, dh=128, Seeds=32026.05 | 1.2 | |
| FAMO+LCAMEpochs=10K, dh=128, Seeds=52026.05 | 1.3 | |
| FAMOEpochs=10K, dh=128, Seeds=52026.05 | 1.4 | |
| UAMEpochs=10K, dh=128, Seeds=52026.05 | 1.5 | |
| NashMTLEpochs=10K, dh=128, Seeds=52026.05 | 1.65 | |
| UncertaintyEpochs=10K, dh=128, Seeds=42026.05 | 1.8 | |
| ConFIGEpochs=10K, dh=128, Seeds=32026.05 | 2.49 | |
| VanillaEpochs=10K, dh=128, Seeds=52026.05 | 2.8 | |
| CAGradEpochs=10K, dh=128, Seeds=52026.05 | 3.3 | |
| CausalEpochs=10K, dh=128, Seeds=32026.05 | 5.3 | |
| GradNormEpochs=10K, dh=128, Seeds=52026.05 | 6.4 | |
| GN+LCAMEpochs=10K, dh=128, Seeds=52026.05 | 7.81 | |
| PCGradEpochs=10K, dh=128, Seeds=42026.05 | 9.06 |