Inverse PDE solving on Darcy
1.02Relative L2 ErrorPBFM
Evaluation results
| Method | Links | |
|---|---|---|
| PBFMSolver Category=Generative PDE2026.05 | 1.02 | |
| FNOSolver Category=Neural operator2026.05 | 1.4 | |
| Spatio-Temporal MeanFlowSolver Category=Ours2026.05 | 2.72 | |
| DiffusionPDESolver Category=Generative PDE2026.05 | 4.49 | |
| DeepONetSolver Category=Neural operator2026.05 | 8.73 | |
| I-PINNSolver Category=Physics-informed coordinate-based2026.05 | 8.95 | |
| PINOSolver Category=Neural operator2026.05 | 12.19 | |
| CFOSolver Category=Neural operator2026.05 | 17.07 | |
| PINNSolver Category=Physics-informed coordinate-based2026.05 | 27.41 | |
| Rectified FlowSolver Category=Generative PDE2026.05 | 36.95 |