PDE Solving on Navier-Stokes (NS) problem
0.04Relative L2 ErrorLFNO
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| LFNOEpochs=50002026.05 | 0.04 | — | |
| FNOEpochs=50002026.05 | 0.06 | — | |
| L∞-PINNBackbone=MLP2026.05 | 0.134 | 4,768 | |
| DB-PINNBackbone=PirateNets2026.05 | 0.369 | 6,054 | |
| CAMLBackbone=PINNsFormer2026.05 | 0.407 | 201 | |
| LNOEpochs=50002026.05 | 0.42 | — | |
| CAMLBackbone=MLP2026.05 | 0.473 | 1,269 | |
| DB-PINNBackbone=PINNsFormer2026.05 | 0.569 | 331 | |
| BRDRBackbone=PINNsFormer2026.05 | 0.625 | 367 | |
| SA-PINNBackbone=PINNsFormer2026.05 | 0.676 | 330 | |
| PINNBackbone=PirateNets2026.05 | 0.729 | 8,678 | |
| DB-PINNBackbone=MLP2026.05 | 0.789 | 3,981 | |
| BRDRBackbone=MLP2026.05 | 0.866 | 5,462 | |
| SA-PINNBackbone=MLP2026.05 | 0.979 | 6,888 | |
| PINNBackbone=MLP2026.05 | 1.11 | 8,005 | |
| L∞-PINNBackbone=PINNsFormer2026.05 | 1.38 | 415 | |
| CAMLBackbone=PirateNets2026.05 | 2.79 | 2,597 | |
| SA-PINNBackbone=PirateNets2026.05 | 8.71 | 8,930 | |
| BRDRBackbone=PirateNets2026.05 | 9.26 | 9,427 | |
| L∞-PINNBackbone=PirateNets2026.05 | 14.1 | 5,545 | |
| PINNBackbone=PINNsFormer2026.05 | — | 389 |