PDE Surrogate Modeling on 2D Kuramoto-Sivashinsky and Gray-Scott
0.82Mean ErrorBreed
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| BreedArchitecture=FNO2026.06 | 0.82 | 1.12 | 1.13 | 1.36 | |
| BreedArchitecture=FNO2026.06 | 0.82 | 1.12 | 1.13 | 1.36 | |
| BreedArchitecture=scOT2026.06 | 0.92 | 0.88 | 0.93 | 1.01 | |
| OGAS-LArchitecture=FNO2026.06 | 0.93 | 1.54 | 1.5 | 1.8 | |
| OGAS-LArchitecture=FNO2026.06 | 0.93 | 1.54 | 1.5 | 1.8 | |
| OGAS-LArchitecture=UNet2026.06 | 0.94 | 1.8 | 1.45 | 1.72 | |
| SobolArchitecture=UNet2026.06 | 0.95 | 0.93 | 0.91 | 0.89 | |
| OGAS-UArchitecture=FNO2026.06 | 0.96 | 1.3 | 1.27 | 1.47 | |
| Top-KArchitecture=FNO2026.06 | 0.96 | 1.3 | 1.26 | 1.27 | |
| OGAS-UArchitecture=UNet2026.06 | 0.96 | 1.64 | 1.49 | 1.72 | |
| OGAS-UArchitecture=FNO2026.06 | 0.96 | 1.3 | 1.27 | 1.47 | |
| Top-KArchitecture=FNO2026.06 | 0.96 | 1.3 | 1.26 | 1.27 | |
| SBALArchitecture=FNO2026.06 | 0.97 | 1.29 | 1.2 | 1.1 | |
| SBALArchitecture=UNet2026.06 | 0.97 | 0.98 | 0.93 | 0.92 | |
| SBALArchitecture=FNO2026.06 | 0.97 | 1.29 | 1.2 | 1.1 | |
| OGAS-UArchitecture=scOT2026.06 | 0.97 | 1.47 | 1.2 | 1.3 | |
| SobolArchitecture=FNO2026.06 | 0.98 | 1.02 | 0.99 | 0.99 | |
| SobolArchitecture=FNO2026.06 | 0.98 | 1.02 | 0.99 | 0.99 | |
| Top-KArchitecture=UNet2026.06 | 1.01 | 0.98 | 1.01 | 0.97 | |
| SBALArchitecture=scOT2026.06 | 1.01 | 0.99 | 0.97 | 0.98 | |
| BreedArchitecture=UNet2026.06 | 1.02 | 1.58 | 1.62 | 1.89 | |
| Top-KArchitecture=scOT2026.06 | 1.03 | 0.92 | 0.95 | 0.9 | |
| OGAS-LArchitecture=scOT2026.06 | 1.04 | 1.59 | 1.32 | 1.47 | |
| SobolArchitecture=scOT2026.06 | 1.05 | 1.02 | 1.01 | 0.99 |