PDE Solving on Pipe Structured Mesh (test)
0.0023Relative L2 ErrorLRSA
Evaluation Results
| Method | Links | |
|---|---|---|
| LRSADiscretization=Structured Mesh2026.04 | 0.0023 | |
| LinearNODiscretization=Structured Mesh2026.04 | 0.0024 | |
| Transolver++Discretization=Structured Mesh2026.04 | 0.0027 | |
| D-SENOTraining time per epoch (s)=3.32026.01 | 0.003 | |
| HPMDiscretization=Structured Mesh2026.04 | 0.003 | |
| TransolverDiscretization=Structured Mesh2026.04 | 0.003 | |
| LNODiscretization=Structured Mesh2026.04 | 0.0031 | |
| TransolverTraining time per epoch (s)=412026.01 | 0.0033 | |
| CATO2026.05 | 0.0038 | |
| GNOT2026.01 | 0.0047 | |
| GNOT2026.05 | 0.0047 | |
| LSM2026.01 | 0.005 | |
| F-FNODiscretization=Structured Mesh2026.04 | 0.005 | |
| LSMDiscretization=Structured Mesh2026.04 | 0.005 | |
| LSM2026.05 | 0.005 | |
| Transolverreproduced=true2026.05 | 0.005 | |
| ONO2026.01 | 0.0052 | |
| ONO2026.05 | 0.0052 | |
| U-FNO2026.01 | 0.0056 | |
| U-FNO2026.05 | 0.0056 | |
| HT-Net2026.01 | 0.0059 | |
| HT-Net2026.05 | 0.0059 | |
| FactFormer2026.01 | 0.006 | |
| FactFormer2026.05 | 0.006 | |
| SAOTreproduced=true2026.05 | 0.0061 | |
| geo-FNO2026.01 | 0.0067 | |
| GEO-FNO2026.05 | 0.0067 | |
| F-FNO2026.01 | 0.007 | |
| F-FNO2026.05 | 0.007 | |
| FNO+Training time per epoch (s)=5.412026.01 | 0.0072 | |
| WMT2026.01 | 0.0077 | |
| WMT2026.05 | 0.0077 | |
| Galerkin2026.01 | 0.0098 | |
| Galerkin2026.05 | 0.0098 | |
| U-NO2026.01 | 0.01 | |
| U-NO2026.05 | 0.01 | |
| OFormer2026.01 | 0.0168 | |
| OFormer2026.05 | 0.0168 |