Neural PDE Solving on Gray–Scott Eq. Forward 2D (test)
1.44Mean ErrorOGAS-L
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| OGAS-LArchitecture=scOT, Strategy=OGAS-L2026.06 | 1.44 | — | 6.13 | 6.41 | 3.25 | 2.77 | 1.66 | 1.26 | |
| BreedArchitecture=scOT, Strategy=Breed2026.06 | 1.44 | — | 5.73 | 8.84 | 3.47 | 2.54 | 1.66 | 1.26 | |
| SBALArchitecture=scOT, Strategy=SBAL2026.06 | 1.46 | — | 9.07 | 10.13 | 4.29 | 3.31 | 1.82 | 1.13 | |
| SobolArchitecture=scOT, Strategy=Sobol2026.06 | 1.46 | — | 8.89 | 9.63 | 4.12 | 3.29 | 1.83 | 1.14 | |
| Top-KArchitecture=scOT, Strategy=Top-K2026.06 | 1.47 | — | 9.02 | 10.71 | 4.28 | 3.3 | 1.83 | 1.15 | |
| UniformArchitecture=scOT, Strategy=Uniform2026.06 | 1.48 | — | 8.8 | 9.98 | 4.18 | 3.28 | 1.84 | 1.16 | |
| OGAS-UArchitecture=scOT, Strategy=OGAS-U2026.06 | 1.53 | — | 7.32 | 7.47 | 3.8 | 3.1 | 1.8 | 1.3 | |
| DeepONetParams=2.3M2026.02 | — | 31.5 | — | — | — | — | — | — | |
| FactFormerParams=3.9M2026.02 | — | 29.1 | — | — | — | — | — | — | |
| FNOParams=2.1M2026.02 | — | 33.1 | — | — | — | — | — | — | |
| Neural-HSSParams=329K2026.02 | — | 29.4 | — | — | — | — | — | — | |
| ResNetParams=1.99M2026.02 | — | 27.3 | — | — | — | — | — | — |