Partial Differential Equation Solving on Helmholtz PDE Family 10 unseen tasks
0.145Average MSE (10 Tasks)LAM-PINN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LAM-PINN2026.04 | 0.145 | 0.272 | 0.0182 | |
| ConML2026.04 | 1.69 | 3.35 | 0.038 | |
| Hyper-LR-PINN2026.04 | 1.86 | 3.6 | 0.122 | |
| DATS-w2026.04 | 2.84 | 5.32 | 0.358 | |
| P2INN2026.04 | 2.99 | 5.85 | 0.149 | |
| MAD2026.04 | 3.55 | 7.07 | 0.0332 | |
| MAML2026.04 | 4.06 | 8.06 | 0.0534 | |
| PINN-Transfermode=transfer2026.04 | 4.36 | 8.69 | 0.0382 | |
| PINN-scratchmode=scratch2026.04 | 6.12 | 11.9 | 0.353 |