2D Darcy flow on 2D Darcy flow
0.55Relative L2 ErrorSKNO
Evaluation Results
| Method | Links | |
|---|---|---|
| SKNOTraining Time=17.59 min2025.05 | 0.55 | |
| TransolverTraining Time=115.48 min2025.05 | 0.58 | |
| SKNO-AttentionTraining Time=76.90 min2025.05 | 0.58 | |
| CNOTraining Time=63.34 min2025.05 | 0.6 | |
| 2Stack-FNOTraining Time=13.35 min2025.05 | 0.61 | |
| FNOTraining Time=10.21 min2025.05 | 0.62 | |
| LSMTraining Time=20.37 min2025.05 | 0.65 | |
| Augmented FNOTraining Time=10.82 min2025.05 | 0.67 | |
| Hyperbolic FNOTraining Time=15.83 min2025.05 | 0.8 | |
| GNOTTraining Time=22.58 min2025.05 | 1.02 | |
| OFormerTraining Time=21.91 min2025.05 | 1.21 | |
| DeepONetTraining Time=5.20 min2025.05 | 6.09 |