Multivariate long-term forecasting on ETTm1 T=96 (test)
0.279MSEGridTST
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GridTSTLookback length=336, Prediction length=962024.05 | 0.279 | 0.339 | |
| PatchTSTLookback length=336, Prediction length=962024.05 | 0.292 | 0.342 | |
| DLinearLookback length=336, Prediction length=962024.05 | 0.299 | 0.343 | |
| iTransformerLookback length=336, Prediction length=962024.05 | 0.302 | 0.356 | |
| NumerionLookback length (T)=96, Prediction length (S)=962025.05 | 0.305 | 0.337 | |
| CDTLookback length (T)=96, Prediction length (S)=962025.05 | 0.307 | 0.334 | |
| CrossFormerLookback length=336, Prediction length=962024.05 | 0.316 | 0.38 | |
| DistDFLookback length (T)=96, Prediction length (S)=962025.05 | 0.316 | 0.357 | |
| GTRLookback length (T)=96, Prediction length (S)=962025.05 | 0.316 | 0.357 | |
| TimeXer + CRCBackbone=TimeXer, Residual Correction=CRC2025.12 | 0.3173 | 0.3544 | |
| TimeXerBackbone=TimeXer, Residual Correction=None2025.12 | 0.3178 | 0.3563 | |
| PatchTST + CRCBackbone=PatchTST, Residual Correction=CRC2025.12 | 0.3209 | 0.3617 | |
| CP-NetInput length (I)=96, Forecasting length (O)=962024.05 | 0.321 | 0.359 | |
| TimeProLookback length (T)=96, Prediction length (S)=962025.05 | 0.326 | 0.364 | |
| PatchTSTBackbone=PatchTST, Residual Correction=None2025.12 | 0.3268 | 0.3667 | |
| TFPSLookback length (T)=96, Prediction length (S)=962025.05 | 0.327 | 0.367 | |
| PatchTSTLookback length (T)=96, Prediction length (S)=962025.05 | 0.329 | 0.367 | |
| DLinear + CRCBackbone=DLinear, Residual Correction=CRC2025.12 | 0.3321 | 0.3664 | |
| iTransformerLookback length (T)=96, Prediction length (S)=962025.05 | 0.334 | 0.368 | |
| TimesNet + CRCBackbone=TimesNet, Residual Correction=CRC2025.12 | 0.3362 | 0.377 | |
| TimesNetInput length (I)=96, Forecasting length (O)=962024.05 | 0.338 | 0.375 | |
| TimesNetLookback length (T)=96, Prediction length (S)=962025.05 | 0.338 | 0.375 | |
| PatchTSTInput length (I)=96, Forecasting length (O)=962024.05 | 0.339 | 0.368 | |
| TimesNetBackbone=TimesNet, Residual Correction=None2025.12 | 0.3444 | 0.3806 | |
| DlinearInput length (I)=96, Forecasting length (O)=962024.05 | 0.345 | 0.372 | |
| DLinearLookback length (T)=96, Prediction length (S)=962025.05 | 0.345 | 0.372 | |
| DLinearBackbone=DLinear, Residual Correction=None2025.12 | 0.3459 | 0.3737 | |
| RLinearLookback length (T)=96, Prediction length (S)=962025.05 | 0.355 | 0.376 | |
| TiDELookback length (T)=96, Prediction length (S)=962025.05 | 0.364 | 0.387 | |
| LightTSInput length (I)=96, Forecasting length (O)=962024.05 | 0.374 | 0.4 | |
| FEDformerInput length (I)=96, Forecasting length (O)=962024.05 | 0.379 | 0.419 | |
| FEDformerLookback length (T)=96, Prediction length (S)=962025.05 | 0.379 | 0.419 | |
| CrossformerLookback length (T)=96, Prediction length (S)=962025.05 | 0.404 | 0.426 | |
| SEMPOLookback length (T)=96, Prediction length (S)=962025.05 | 0.466 | 0.443 | |
| AutoformerInput length (I)=96, Forecasting length (O)=962024.05 | 0.505 | 0.475 | |
| AutoformerLookback length (T)=96, Prediction length (S)=962025.05 | 0.505 | 0.475 | |
| AutoformerLookback length=336, Prediction length=962024.05 | 0.51 | 0.492 | |
| PyraformerLookback length=336, Prediction length=962024.05 | 0.543 | 0.51 | |
| InformerLookback length=336, Prediction length=962024.05 | 0.626 | 0.56 |