Forward PDE solving on Airfoil
0.43Relative L2FUNCATTN
Evaluation Results
| Method | Links | |
|---|---|---|
| FUNCATTNArchitecture Category=Attention2026.05 | 0.43 | |
| PGOTData Format=Structured Mesh2025.12 | 0.46 | |
| SAOTData Format=Structured Mesh2025.12 | 0.51 | |
| TransolverData Format=Structured Mesh2025.12 | 0.53 | |
| TRANSOLVERArchitecture Category=Attention2026.05 | 0.53 | |
| LNOArchitecture Category=Attention2026.05 | 0.54 | |
| LSMData Format=Structured Mesh2025.12 | 0.59 | |
| LSMArchitecture Category=Frequency2026.05 | 0.59 | |
| ONOData Format=Structured Mesh2025.12 | 0.61 | |
| ONOArchitecture Category=Attention2026.05 | 0.61 | |
| HT-NetData Format=Structured Mesh2025.12 | 0.65 | |
| HT-NETArchitecture Category=Attention2026.05 | 0.65 | |
| FactFormerData Format=Structured Mesh2025.12 | 0.71 | |
| FACTFORMERArchitecture Category=Attention2026.05 | 0.71 | |
| WMTData Format=Structured Mesh2025.12 | 0.75 | |
| WMTArchitecture Category=Frequency2026.05 | 0.75 | |
| GNOTData Format=Structured Mesh2025.12 | 0.76 | |
| GNOTArchitecture Category=Attention2026.05 | 0.76 | |
| U-NOData Format=Structured Mesh2025.12 | 0.78 | |
| F-FNOData Format=Structured Mesh2025.12 | 0.78 | |
| U-NOArchitecture Category=Frequency2026.05 | 0.78 | |
| F-FNOArchitecture Category=Frequency2026.05 | 0.78 | |
| IPOTData Format=Structured Mesh2025.12 | 0.88 | |
| GalerkinData Format=Structured Mesh2025.12 | 1.18 | |
| GALERKINArchitecture Category=Attention2026.05 | 1.18 | |
| Geo-FNOData Format=Structured Mesh2025.12 | 1.38 | |
| GEO-FNOArchitecture Category=Frequency2026.05 | 1.38 | |
| OFormerData Format=Structured Mesh2025.12 | 1.83 | |
| OFORMERArchitecture Category=Attention2026.05 | 1.83 | |
| U-FNOData Format=Structured Mesh2025.12 | 2.69 | |
| U-FNOArchitecture Category=Frequency2026.05 | 2.69 | |
| Transolver2024.06 | 47 | |
| LNOLayers=8, Dim=128, Size=256, Heads=8, Batch=4, Epoch=500, Loss=rL2, Optimizer=AdamW, Scheduler=OneCycleLR2024.06 | 51 | |
| F-FNO2024.06 | 60 | |
| GNOT2024.06 | 75 | |
| U-FNO2024.06 | 119 |