Forward PDE solving on Bounded Navier-Stokes
0.021Relative ErrorDi-BiLPS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Di-BiLPS2026.05 | 0.021 | 19.08 | |
| DiffPDE2026.05 | 0.039 | 256.54 | |
| PINO2026.05 | 0.811 | — | |
| FNO2026.05 | 0.828 | — | |
| DeepONet2026.05 | 0.977 | — | |
| PINNs2026.05 | 1.001 | — | |
| DiffusionPDEObservation mode=Sparse (5/128 points)2024.06 | 3.9 | — | |
| PINOObservation mode=Sparse (5/128 points), Training setup=Full observation2024.06 | 81.1 | — | |
| FNOObservation mode=Sparse (5/128 points), Training setup=Full observation2024.06 | 82.8 | — | |
| DeepONetObservation mode=Sparse (5/128 points), Training setup=Full observation2024.06 | 97.7 | — | |
| PINNsObservation mode=Sparse (5/128 points), Training setup=Full observation2024.06 | 100.1 | — |