Forward PDE solving on Darcy
0.25Relative L2 ErrorSpatio-Temporal MeanFlow
Evaluation Results
| Method | Links | |
|---|---|---|
| Spatio-Temporal MeanFlowSolver Category=Ours2026.05 | 0.25 | |
| FNOSolver Category=Neural operator2026.05 | 0.46 | |
| PBFMSolver Category=Generative PDE2026.05 | 0.62 | |
| Rectified FlowSolver Category=Generative PDE2026.05 | 0.71 | |
| DeepONetSolver Category=Neural operator2026.05 | 2.92 | |
| DiffusionPDESolver Category=Generative PDE2026.05 | 5.48 | |
| I-PINNSolver Category=Physics-informed coordinate-based2026.05 | 8.41 | |
| PINNSolver Category=Physics-informed coordinate-based2026.05 | 15.98 | |
| PINOSolver Category=Neural operator2026.05 | 16.3 |