PDE System Rollout Forecasting on Rayleigh–Bénard
0.779VRMSE (Rollout 01:32)Wavelet Flow Matching
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Wavelet Flow MatchingNumber of Scales=3, Wavelet Basis=db62026.05 | 0.779 | 1.666 | 0.815 | |
| Wavelet Flow MatchingNumber of Scales=3, Wavelet Basis=db42026.05 | 1.012 | 1.909 | 0.766 | |
| Wavelet Flow MatchingNumber of Scales=3, Wavelet Basis=db22026.05 | 1.03 | 1.652 | 0.783 | |
| FMfourier2026.05 | 1.106 | 0.809 | 0.837 | |
| FMpixel2026.05 | 1.277 | 1.892 | 0.83 | |
| Wavelet Flow MatchingNumber of Scales=1, Wavelet Basis=db22026.05 | 1.326 | 1.893 | 0.797 | |
| Wavelet Flow MatchingNumber of Scales=1, Wavelet Basis=db62026.05 | 1.463 | 1.998 | 0.98 | |
| Wavelet Flow MatchingNumber of Scales=3, Wavelet Basis=haar2026.05 | 1.584 | 2.366 | 0.803 | |
| Wavelet Flow MatchingNumber of Scales=1, Wavelet Basis=db42026.05 | 1.732 | 2.362 | 0.8 | |
| Wavelet Flow MatchingNumber of Scales=1, Wavelet Basis=haar2026.05 | 1.778 | 1.985 | 0.811 | |
| FNO2026.05 | 3.368 | 3.972 | — | |
| WDNO2026.05 | 19.346 | 8.225 | 1.395 | |
| WNO2026.05 | 44.226 | 24.463 | 2.452 | |
| TFNO2026.05 | 102.678 | 31.842 | 2.965 |