Long-horizon rollout forecasting on KdV single-soliton (test)
1.3nMSE (Step 50)UNet + comm. reg.
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| UNet + comm. reg.Training horizon=200 steps, Trajectories=50, Seeds=32026.05 | 1.3 | 1.8 | 1.9 | 2 | 2.3 | 3.5 | 5.1 | 6.9 | |
| PDE-RefinerTraining horizon=200 steps, Trajectories=50, Seeds=32026.05 | 2.2 | 6.1 | 1.5 | 4.2 | 1.2 | 1.1 | 2.1 | 3.7 | |
| UNetTraining horizon=200 steps, Trajectories=50, Seeds=32026.05 | 2.9 | 2.1 | 2.1 | 2.6 | 3.8 | 4.7 | 6.7 | 1.9 |