Partial Differential Equation Solving on Burgers' PDE Family 10 unseen tasks
0.0588Average MSE (10 Tasks)LAM-PINN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LAM-PINN2026.04 | 0.0588 | 0.116 | 0.002 | |
| ConML2026.04 | 0.133 | 0.252 | 0.0145 | |
| Hyper-LR-PINN2026.04 | 0.16 | 0.318 | 0.0024 | |
| MAD2026.04 | 0.249 | 0.483 | 0.0139 | |
| DATS-w2026.04 | 0.257 | 0.509 | 0.004 | |
| PINN-Transfermode=transfer2026.04 | 0.508 | 0.578 | 0.438 | |
| MAML2026.04 | 0.709 | 0.783 | 0.635 | |
| PINN-scratchmode=scratch2026.04 | 2.03 | 2.96 | 1.11 | |
| P2INN2026.04 | 2.2 | 4.36 | 0.0355 |