Long-term forecasting on Electricity (Horizon-Specific MSE)
0.129MSE (Horizon 96)PatchTST
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PatchTST2026.06 | 0.129 | 0.149 | 0.166 | 0.21 | |
| FITS2026.06 | 0.134 | 0.149 | 0.165 | 0.203 | |
| DLinear2026.06 | 0.14 | 0.153 | 0.169 | 0.204 | |
| HAMON-DiffIntEncoding=phase encoding, Readout=differential intensity readout, Lookback=336, Number of phase-mask layers=162026.06 | 0.145 | 0.163 | 0.185 | 0.233 | |
| HAMON-CohEncoding=amplitude encoding, Readout=coherent readout, Lookback=336, Number of phase-mask layers=162026.06 | 0.146 | 0.163 | 0.19 | 0.303 | |
| TimesNet2026.06 | 0.168 | 0.184 | 0.198 | 0.22 | |
| FEDformer2026.06 | 0.188 | 0.197 | 0.212 | 0.244 |