PDE Solving on Airfoil Structured Mesh (test)
0.0041Relative L2 ErrorCATO
Evaluation Results
| Method | Links | |
|---|---|---|
| CATO2026.05 | 0.0041 | |
| LRSADiscretization=Structured Mesh2026.04 | 0.0042 | |
| HPMDiscretization=Structured Mesh2026.04 | 0.0047 | |
| LinearNODiscretization=Structured Mesh2026.04 | 0.0049 | |
| SAOTreproduced=true2026.05 | 0.0049 | |
| Transolver++Discretization=Structured Mesh2026.04 | 0.0051 | |
| D-SENOTraining time per epoch (s)=1.992026.01 | 0.0052 | |
| TransolverTraining time per epoch (s)=28.032026.01 | 0.0053 | |
| LNODiscretization=Structured Mesh2026.04 | 0.0053 | |
| TransolverDiscretization=Structured Mesh2026.04 | 0.0053 | |
| Transolverreproduced=true2026.05 | 0.0053 | |
| FNO+Training time per epoch (s)=1.672026.01 | 0.0057 | |
| LSM2026.01 | 0.0059 | |
| LSMDiscretization=Structured Mesh2026.04 | 0.0059 | |
| LSM2026.05 | 0.0059 | |
| ONO2026.01 | 0.0061 | |
| ONO2026.05 | 0.0061 | |
| HT-Net2026.01 | 0.0065 | |
| HT-Net2026.05 | 0.0065 | |
| FactFormer2026.01 | 0.0071 | |
| FactFormer2026.05 | 0.0071 | |
| WMT2026.01 | 0.0075 | |
| WMT2026.05 | 0.0075 | |
| GNOT2026.01 | 0.0076 | |
| GNOT2026.05 | 0.0076 | |
| F-FNO2026.01 | 0.0078 | |
| U-NO2026.01 | 0.0078 | |
| F-FNODiscretization=Structured Mesh2026.04 | 0.0078 | |
| U-NO2026.05 | 0.0078 | |
| F-FNO2026.05 | 0.0078 | |
| Galerkin2026.01 | 0.0118 | |
| Galerkin2026.05 | 0.0118 | |
| geo-FNO2026.01 | 0.0138 | |
| GEO-FNO2026.05 | 0.0138 | |
| OFormer2026.01 | 0.0183 | |
| OFormer2026.05 | 0.0183 | |
| U-FNO2026.01 | 0.0269 | |
| U-FNO2026.05 | 0.0269 |