PDE Forward Problem on Darcy Flow Noisy
3.77L2 Relative ErrorPRISMA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PRISMASteps (N)=202025.12 | 3.77 | — | |
| PINOSteps (N)=N/A2025.12 | 5.35 | — | |
| FNOSteps (N)=N/A2025.12 | 7.68 | — | |
| FunDPSSteps (N)=2002025.12 | 8.5 | — | |
| PRISMASteps (N)=50, Inference Time (s)=0.82025.12 | 12.28 | 1.13 | |
| PRISMASteps (N)=20, Inference Time (s)=0.182025.12 | 12.29 | 2.13 | |
| FNO2025.12 | 15.7 | 5 | |
| FunDPSSteps (N)=200, Inference Time (s)=4.722025.12 | 26.9 | 3.75 | |
| DiffusionPDESteps (N)=20002025.12 | 33.12 | — | |
| DiffusionPDESteps (N)=2000, Inference Time (s)=2132025.12 | 49.18 | 4.38 | |
| FunDPSSteps (N)=500, Inference Time (s)=11.82025.12 | 55.09 | 5 | |
| PINO2025.12 | 190.4 | 6.17 |