PDE Reconstruction on Klein-Gordon synthetic (test)
0.601RMSELatentPDE-MAP
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| LatentPDE-MAPInitialization=MAP2026.04 | 0.601 | 3.952 | — | 0.388 | |
| 3D-VarPrior Selection=Lowest aggregate RMSE between MAP/Encoder2026.04 | 0.605 | 3.554 | 0.507 | — | |
| EnKFPrior Selection=Lowest aggregate RMSE between MAP/Encoder2026.04 | 0.626 | 3.736 | — | 0.484 | |
| LatentPDE-MAPPrior=MAP2026.04 | 0.626 | 3.932 | — | 0.415 | |
| 3D-VarPrior selection=Lowest aggregate RMSE between MAP/Encoder2026.04 | 0.628 | 3.413 | 0.496 | — | |
| EnKFPrior selection=Lowest aggregate RMSE between MAP/Encoder2026.04 | 0.631 | 3.709 | — | 0.491 | |
| LatentPDE-EncPrior=Encoder2026.04 | 0.653 | 3.982 | — | 0.453 | |
| PINN2026.04 | 0.732 | 6.113 | 0.573 | — | |
| LatentPDE-EncInitialization=Encoder2026.04 | 0.743 | 4.042 | — | 0.458 | |
| PINN2026.04 | 0.743 | 6.221 | 0.585 | — |