Physics-informed quantitative forecasting on Helmholtz Staircase Equation (test)
0.0027CRPSRecFM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| RecFMinference steps=22026.05 | 0.0027 | 0 | 1.44 | 0.0046 | |
| RecFMSampling steps=2-step2026.05 | 0.0027 | 0 | 1.44 | — | |
| RecFMinference steps=12026.05 | 0.0034 | 0 | 1.09 | 0.0048 | |
| RecFMSampling steps=1-step2026.05 | 0.0034 | 0 | 1.09 | — | |
| PBFMinference steps=202026.05 | 0.0094 | 0.0001 | 0.737 | 0.0052 | |
| VideoPDEnull=null2026.05 | 0.026 | 0.0006 | 4.334 | 0.0084 | |
| VideoPDE2026.05 | 0.026 | 0.0006 | 4.334 | — | |
| Vanilla FMnull=null2026.05 | 0.03 | 0.0007 | 1.485 | 0.011 | |
| Vanilla FM2026.05 | 0.03 | 0.0007 | 1.485 | — | |
| Dropout2026.05 | 0.099 | 0.049 | 0.631 | — | |
| MCVD2026.05 | 0.137 | 0.128 | 0.867 | — | |
| DYffusion2026.05 | 0.144 | 0.106 | 1.121 | — | |
| DDPM2026.05 | 0.156 | 0.153 | 0.563 | — | |
| Perturbation2026.05 | 0.218 | 0.111 | 0.004 | — |