Multivariate long-term forecasting on Electricity T=96 (test)
0.123MSEGridTST
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GridTSTLookback length=336, Prediction length=962024.05 | 0.123 | 0.219 | |
| PatchTSTLookback length=336, Prediction length=962024.05 | 0.129 | 0.222 | |
| iTransformerLookback length=336, Prediction length=962024.05 | 0.131 | 0.228 | |
| TimeXer + CRCBackbone=TimeXer, Residual Correction=CRC2025.12 | 0.1345 | 0.2326 | |
| DLinearLookback length=336, Prediction length=962024.05 | 0.14 | 0.237 | |
| TimeXerBackbone=TimeXer, Residual Correction=None2025.12 | 0.1406 | 0.2426 | |
| PatchTST + CRCBackbone=PatchTST, Residual Correction=CRC2025.12 | 0.1509 | 0.2481 | |
| DLinear + CRCBackbone=DLinear, Residual Correction=CRC2025.12 | 0.1516 | 0.2517 | |
| TimesNet + CRCBackbone=TimesNet, Residual Correction=CRC2025.12 | 0.1564 | 0.2591 | |
| CrossFormerLookback length=336, Prediction length=962024.05 | 0.166 | 0.293 | |
| TimesNetBackbone=TimesNet, Residual Correction=None2025.12 | 0.1676 | 0.2702 | |
| TimesNetInput length (I)=96, Forecasting length (O)=962024.05 | 0.168 | 0.272 | |
| CP-NetInput length (I)=96, Forecasting length (O)=962024.05 | 0.18 | 0.264 | |
| PatchTSTBackbone=PatchTST, Residual Correction=None2025.12 | 0.1802 | 0.2734 | |
| FEDformerInput length (I)=96, Forecasting length (O)=962024.05 | 0.193 | 0.308 | |
| AutoformerLookback length=336, Prediction length=962024.05 | 0.196 | 0.313 | |
| PatchTSTInput length (I)=96, Forecasting length (O)=962024.05 | 0.196 | 0.285 | |
| DlinearInput length (I)=96, Forecasting length (O)=962024.05 | 0.197 | 0.282 | |
| AutoformerInput length (I)=96, Forecasting length (O)=962024.05 | 0.201 | 0.317 | |
| LightTSInput length (I)=96, Forecasting length (O)=962024.05 | 0.207 | 0.307 | |
| DLinearBackbone=DLinear, Residual Correction=None2025.12 | 0.2102 | 0.3014 | |
| InformerLookback length=336, Prediction length=962024.05 | 0.304 | 0.393 | |
| PyraformerLookback length=336, Prediction length=962024.05 | 0.386 | 0.449 |