PDE Solving on Poisson problem
0.492Relative L2 ErrorL∞-PINN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| L∞-PINNBackbone=PirateNets2026.05 | 0.492 | — | |
| CAMLBackbone=MLP2026.05 | 0.5 | 3,868 | |
| L∞-PINNBackbone=MLP2026.05 | 0.802 | 12,648 | |
| CAMLBackbone=PirateNets2026.05 | 3.24 | 4,880 | |
| DB-PINNBackbone=PirateNets2026.05 | 3.47 | — | |
| SA-PINNBackbone=PINNsFormer2026.05 | 4.41 | 1,888 | |
| CAMLBackbone=PINNsFormer2026.05 | 8.29 | 1,936 | |
| PINNBackbone=PirateNets2026.05 | 8.48 | — | |
| BRDRBackbone=MLP2026.05 | 8.51 | 6,137 | |
| BRDRBackbone=PINNsFormer2026.05 | 8.65 | 2,333 | |
| SA-PINNBackbone=MLP2026.05 | 19.5 | 8,355 | |
| L∞-PINNBackbone=PINNsFormer2026.05 | 20 | 3,142 | |
| PINNBackbone=PINNsFormer2026.05 | 28.6 | 3,197 | |
| DB-PINNBackbone=MLP2026.05 | 45.6 | 9,451 | |
| BRDRBackbone=PirateNets2026.05 | 52 | 8,276 | |
| SA-PINNBackbone=PirateNets2026.05 | 61.3 | 9,501 |