Forward PDE solving on Plasticity
0.0012Relative L2 ErrorPGOT
Evaluation Results
| Method | Links | |
|---|---|---|
| PGOTData Format=Structured Mesh2025.12 | 0.0012 | |
| TransolverData Format=Structured Mesh2025.12 | 0.0013 | |
| SAOTData Format=Structured Mesh2025.12 | 0.0014 | |
| OFormerData Format=Structured Mesh2025.12 | 0.0017 | |
| LSMData Format=Structured Mesh2025.12 | 0.0025 | |
| IPOTData Format=Structured Mesh2025.12 | 0.0033 | |
| U-NOData Format=Structured Mesh2025.12 | 0.0034 | |
| U-FNOData Format=Structured Mesh2025.12 | 0.0039 | |
| F-FNOData Format=Structured Mesh2025.12 | 0.0047 | |
| ONOData Format=Structured Mesh2025.12 | 0.0048 | |
| Geo-FNOData Format=Structured Mesh2025.12 | 0.0074 | |
| WMTData Format=Structured Mesh2025.12 | 0.0076 | |
| GalerkinData Format=Structured Mesh2025.12 | 0.012 | |
| FactFormerData Format=Structured Mesh2025.12 | 0.0312 | |
| HT-NetData Format=Structured Mesh2025.12 | 0.0333 | |
| GNOTData Format=Structured Mesh2025.12 | 0.0336 | |
| FUNCATTNArchitecture Category=Attention2026.05 | 0.11 | |
| Transolver2024.06 | 0.12 | |
| TRANSOLVERArchitecture Category=Attention2026.05 | 0.13 | |
| OFORMERArchitecture Category=Attention2026.05 | 0.17 | |
| LSMArchitecture Category=Frequency2026.05 | 0.25 | |
| F-FNO2024.06 | 0.27 | |
| LNOLayers=8, Dim=128, Size=256, Heads=8, Batch=4, Epoch=500, Loss=rL2, Optimizer=AdamW, Scheduler=OneCycleLR2024.06 | 0.29 | |
| LNOArchitecture Category=Attention2026.05 | 0.31 | |
| U-NOArchitecture Category=Frequency2026.05 | 0.34 | |
| U-FNOArchitecture Category=Frequency2026.05 | 0.39 | |
| U-FNO2024.06 | 0.41 | |
| F-FNOArchitecture Category=Frequency2026.05 | 0.47 | |
| ONOArchitecture Category=Attention2026.05 | 0.48 | |
| GEO-FNOArchitecture Category=Frequency2026.05 | 0.74 | |
| WMTArchitecture Category=Frequency2026.05 | 0.76 | |
| GALERKINArchitecture Category=Attention2026.05 | 1.2 | |
| FACTFORMERArchitecture Category=Attention2026.05 | 3.12 | |
| GNOT2024.06 | 3.19 | |
| HT-NETArchitecture Category=Attention2026.05 | 3.33 | |
| GNOTArchitecture Category=Attention2026.05 | 3.36 |