PDE Solving on Navier-Stokes Regular Grid (test)
0.0319Relative L2 ErrorCATO
Evaluation Results
| Method | Links | |
|---|---|---|
| CATO2026.05 | 0.0319 | |
| LRSADiscretization=Regular Grid2026.04 | 0.0484 | |
| SAOTreproduced=true2026.05 | 0.0675 | |
| LinearNODiscretization=Regular Grid2026.04 | 0.0699 | |
| HPMDiscretization=Regular Grid2026.04 | 0.0734 | |
| LNODiscretization=Regular Grid2026.04 | 0.0734 | |
| TransolverDiscretization=Regular Grid2026.04 | 0.0882 | |
| TransolverTraining time per epoch (s)=245.12026.01 | 0.09 | |
| Transolverreproduced=true2026.05 | 0.092 | |
| Transolver++Discretization=Regular Grid2026.04 | 0.101 | |
| FNO+Training time per epoch (s)=5.752026.01 | 0.1054 | |
| ONO2026.01 | 0.1195 | |
| ONO2026.05 | 0.1195 | |
| FactFormer2026.01 | 0.1214 | |
| FactFormer2026.05 | 0.1214 | |
| GNOT2026.01 | 0.138 | |
| GNOT2026.05 | 0.138 | |
| D-SENOTraining time per epoch (s)=7.042026.01 | 0.1391 | |
| Galerkin2026.01 | 0.1401 | |
| Galerkin2026.05 | 0.1401 | |
| LSM2026.01 | 0.1535 | |
| LSMDiscretization=Regular Grid2026.04 | 0.1535 | |
| LSM2026.05 | 0.1535 | |
| WMT2026.01 | 0.1541 | |
| WMT2026.05 | 0.1541 | |
| FNO2026.01 | 0.1556 | |
| geo-FNO2026.01 | 0.1556 | |
| FNODiscretization=Regular Grid2026.04 | 0.1556 | |
| FNO2026.05 | 0.1556 | |
| GEO-FNO2026.05 | 0.1556 | |
| OFormer2026.01 | 0.1705 | |
| OFormer2026.05 | 0.1705 | |
| U-NO2026.01 | 0.1713 | |
| U-NO2026.05 | 0.1713 | |
| HT-Net2026.01 | 0.1847 | |
| HT-Net2026.05 | 0.1847 | |
| U-FNO2026.01 | 0.2231 | |
| F-FNODiscretization=Regular Grid2026.04 | 0.2231 | |
| U-FNO2026.05 | 0.2231 | |
| F-FNO2026.01 | 0.2322 | |
| F-FNO2026.05 | 0.2322 |