Long-term forecasting on Weather (MSE at 96, 192, 336, 720 steps)
0.143MSE (96 steps)FITS
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FITS2026.06 | 0.143 | 0.186 | 0.236 | 0.307 | |
| PatchTST2026.06 | 0.151 | 0.195 | 0.249 | 0.321 | |
| HAMON-DiffIntEncoding=phase encoding, Readout=differential intensity readout, Lookback=336, Number of phase-mask layers=162026.06 | 0.153 | 0.197 | 0.249 | 0.323 | |
| TimesNet2026.06 | 0.172 | 0.219 | 0.28 | 0.365 | |
| DLinear2026.06 | 0.174 | 0.217 | 0.262 | 0.332 | |
| HAMON-CohEncoding=amplitude encoding, Readout=coherent readout, Lookback=336, Number of phase-mask layers=162026.06 | 0.18 | 0.224 | 0.269 | 0.336 | |
| FEDformer2026.06 | 0.246 | 0.292 | 0.378 | 0.447 |