1D PDE Forecasting on KdV multi-soliton (test)
1.6nMSE (Step 50)UNet + comm. reg.
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| UNet + comm. reg.Training horizon=200 steps2026.05 | 1.6 | 2.1 | 2.1 | 2.3 | 2.5 | 3.6 | 4.7 | 6.1 | |
| UNetTraining horizon=200 steps2026.05 | 2 | 2.2 | 2.1 | 2.6 | 4 | 4.9 | 7.3 | 1.8 | |
| PDE-RefinerTraining horizon=200 steps2026.05 | 3.8 | 5.8 | 1.1 | 3.4 | 6.6 | 1.1 | 2 | 3.8 |