PDE System Rollout Forecasting on Active Matter
0.587VRMSE (01:16)FMpixel
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| FMpixel2026.05 | 0.587 | 1.399 | 1.033 | |
| Wavelet Flow MatchingNumber of Scales=3, Wavelet Basis=haar2026.05 | 0.849 | 1.325 | 1.019 | |
| Wavelet Flow MatchingNumber of Scales=3, Wavelet Basis=db22026.05 | 0.934 | 1.328 | 1.085 | |
| FMfourier2026.05 | 1.302 | 1.126 | 1.021 | |
| FNO2026.05 | 1.682 | 3.227 | 1.727 | |
| Wavelet Flow MatchingNumber of Scales=3, Wavelet Basis=db62026.05 | 2.317 | 2.088 | 1.275 | |
| Wavelet Flow MatchingNumber of Scales=1, Wavelet Basis=haar2026.05 | 2.864 | 1.547 | 1.074 | |
| Wavelet Flow MatchingNumber of Scales=3, Wavelet Basis=db42026.05 | 3.224 | 2.256 | 1.412 | |
| TFNO2026.05 | 4.443 | 2.968 | 1.525 | |
| WDNO2026.05 | 4.481 | 2.185 | 1.4 | |
| Wavelet Flow MatchingNumber of Scales=1, Wavelet Basis=db22026.05 | 5.641 | 2.94 | 1.623 | |
| Wavelet Flow MatchingNumber of Scales=1, Wavelet Basis=db62026.05 | 6.782 | 2.932 | 1.567 | |
| WNO2026.05 | 10.669 | 4.321 | 2.002 | |
| Wavelet Flow MatchingNumber of Scales=1, Wavelet Basis=db42026.05 | 14.219 | 5.562 | 2.49 |