Conservation-law dynamics prediction on Shallow water
0.0027Relative L2 ErrorSKNO
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SKNOTraining Time=20.85 min, Resolution Protocol=Trained on a randomly selected resolution2025.05 | 0.0027 | — | |
| FNOTraining Time=11.43 min, Resolution Protocol=Trained on a randomly selected resolution2025.05 | 0.003 | — | |
| CNOTraining Time=49.26 min, Resolution Protocol=Trained on the highest resolution (predefined resolution required)2025.05 | 0.0085 | — | |
| TransolverTraining Time=128.64 min, Resolution Protocol=Trained on a randomly selected resolution2025.05 | 0.0088 | — | |
| DISCOPrediction type=Single step2026.05 | 0.0585 | 0.246 | |
| DPOTPrediction type=Single step2026.05 | 0.0745 | 0.346 | |
| DeepONetTraining Time=8.59 min, Resolution Protocol=Trained on the highest resolution (predefined resolution required)2025.05 | 0.0902 | — | |
| HFluxNOPrediction type=Single step2026.05 | 0.125 | 0.496 | |
| DISCOPrediction type=Autoregressive Rollout (20 steps)2026.05 | 0.335 | 0.94 | |
| HFluxNOPrediction type=Autoregressive Rollout (20 steps)2026.05 | 0.428 | 0.847 | |
| DPOTPrediction type=Autoregressive Rollout (20 steps)2026.05 | 0.459 | 0.977 |