Forward PDE problem solving on Burgers’
0.0046Relative L2 ErrorVanilla
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Vanilladh=128, epochs=20K, seeds=52026.05 | 0.0046 | — | |
| FAMOdh=128, epochs=20K, seeds=52026.05 | 0.0046 | — | |
| Causaldh=128, epochs=20K, seeds=52026.05 | 0.0046 | — | |
| SelfAdaptdh=128, epochs=20K, seeds=52026.05 | 0.0046 | — | |
| Uncertaintydh=128, epochs=20K, seeds=52026.05 | 0.0046 | — | |
| UAMdh=128, epochs=20K, seeds=52026.05 | 0.0046 | — | |
| FAMO+UAMdh=128, epochs=20K, seeds=52026.05 | 0.0046 | — | |
| FAMOdh=128, Epochs=10K, Number of seeds=82026.05 | 0.0046 | 0.0044 | |
| FAMO+UAMdh=128, Epochs=10K, Number of seeds=82026.05 | 0.0047 | 0.0045 | |
| Vanilladh=128, Epochs=10K, Number of seeds=82026.05 | 0.007 | 0.0048 | |
| Chebyshev Center-Based Direction Selection2026.05 | 0.0599 | — | |
| HARMONIC2026.05 | 0.0677 | — | |
| PCGrad2026.05 | 0.0706 | — | |
| ConFIG2026.05 | 0.0708 | — | |
| MGDA2026.05 | 0.1258 | — | |
| ReLoBRaLo2026.05 | 0.1561 | — | |
| Adam2026.05 | 0.1659 | — | |
| IMTL-G2026.05 | 0.2591 | — | |
| LRA2026.05 | 0.4032 | — |