Multivariate long-term forecasting on ILI
1.319MSEPatchTST/64
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PatchTST/64Prediction length (T)=242022.11 | 1.319 | 0.754 | |
| xPatch + KUP-BIBackbone=xPatch, Configuration=Joint-tune2026.05 | 1.365 | 0.712 | |
| xPatch + KUP-BIBackbone=xPatch, Configuration=Plugin-only2026.05 | 1.366 | 0.713 | |
| xPatchBackbone=xPatch, Configuration=Ori2026.05 | 1.383 | 0.718 | |
| PatchTST/64Prediction length (T)=602022.11 | 1.47 | 0.788 | |
| PatchTST + KUP-BIBackbone=PatchTST, Configuration=Joint-tune2026.05 | 1.496 | 0.807 | |
| PatchTST + KUP-BIBackbone=PatchTST, Configuration=Plugin-only2026.05 | 1.52 | 0.825 | |
| PatchTST/64Prediction length (T)=482022.11 | 1.553 | 0.815 | |
| SeesawNetPrediction length (H)=242026.05 | 1.562 | 0.808 | |
| SeesawNetPrediction length (H)=482026.05 | 1.567 | 0.828 | |
| PatchTST/64Prediction length (T)=362022.11 | 1.579 | 0.87 | |
| PatchTSTBackbone=PatchTST, Configuration=Ori2026.05 | 1.58 | 0.852 | |
| SeesawNetPrediction length (H)=362026.05 | 1.658 | 0.829 | |
| TimeBridgePrediction length (H)=482026.05 | 1.702 | 0.851 | |
| SeesawNetPrediction length (H)=602026.05 | 1.702 | 0.879 | |
| TimeBridgePrediction length (H)=602026.05 | 1.733 | 0.887 | |
| PatchTSTPrediction length (H)=482026.05 | 1.734 | 0.881 | |
| TimeBridgePrediction length (H)=362026.05 | 1.772 | 0.857 | |
| PDFPrediction length (H)=242026.05 | 1.829 | 0.857 | |
| DDNPrediction length (H)=242026.05 | 1.83 | 0.95 | |
| PatchTSTPrediction length (H)=602026.05 | 1.861 | 0.932 | |
| PatchTSTPrediction length (H)=362026.05 | 1.902 | 0.91 | |
| TimeBridgePrediction length (H)=242026.05 | 1.938 | 0.857 | |
| iTransformerPrediction length (H)=362026.05 | 1.984 | 0.959 | |
| PDFPrediction length (H)=362026.05 | 2.008 | 0.96 | |
| iTransformerPrediction length (H)=242026.05 | 2.032 | 0.951 | |
| iTransformerPrediction length (H)=482026.05 | 2.062 | 0.994 | |
| TimesNet + KUP-BIBackbone=TimesNet, Configuration=Joint-tune2026.05 | 2.114 | 0.9 | |
| iTransformerPrediction length (H)=602026.05 | 2.117 | 1.019 | |
| DDNPrediction length (H)=482026.05 | 2.129 | 1 | |
| TimesNetAverage=four horizons2025.12 | 2.139 | 0.931 | |
| DDNPrediction length (H)=362026.05 | 2.142 | 1 | |
| PDFPrediction length (H)=602026.05 | 2.147 | 1 | |
| PatchTSTPrediction length (H)=242026.05 | 2.16 | 0.928 | |
| PDFPrediction length (H)=482026.05 | 2.224 | 1.02 | |
| DDNPrediction length (H)=602026.05 | 2.23 | 1.025 | |
| SANPrediction length (H)=482026.05 | 2.262 | 1.065 | |
| DLinear + KUP-BIBackbone=DLinear, Configuration=Joint-tune2026.05 | 2.292 | 1.069 | |
| SANPrediction length (H)=242026.05 | 2.297 | 1.055 | |
| SANPrediction length (H)=362026.05 | 2.323 | 1.07 | |
| TimesNet + KUP-BIBackbone=TimesNet, Configuration=Plugin-only2026.05 | 2.328 | 0.984 | |
| DLinear + KUP-BIBackbone=DLinear, Configuration=Plugin-only2026.05 | 2.336 | 1.086 | |
| DLinearBackbone=DLinear, Configuration=Ori2026.05 | 2.347 | 1.089 | |
| DLinear (w/)Corrector=included, Average=four horizons2025.12 | 2.35 | 1.08 | |
| NS-TransformerPrediction length (H)=602026.05 | 2.378 | 0.999 | |
| U-mixerPrediction length (H)=242026.05 | 2.398 | 0.972 | |
| DLinear (w/o)Corrector=excluded, Average=four horizons2025.12 | 2.4 | 1.1 | |
| NS-TransformerPrediction length (H)=242026.05 | 2.42 | 0.959 | |
| TimesNetBackbone=TimesNet, Configuration=Ori2026.05 | 2.438 | 0.955 | |
| SANPrediction length (H)=602026.05 | 2.443 | 1.124 | |
| U-mixerPrediction length (H)=482026.05 | 2.495 | 0.994 | |
| NS-TransformerPrediction length (H)=482026.05 | 2.5 | 0.99 | |
| U-mixerPrediction length (H)=362026.05 | 2.606 | 1.005 | |
| U-mixerPrediction length (H)=602026.05 | 2.609 | 1.022 | |
| FEDformerAverage=four horizons2025.12 | 2.846 | 1.144 | |
| AutoformerAverage=four horizons2025.12 | 3.006 | 1.161 | |
| NS-TransformerPrediction length (H)=362026.05 | 3.093 | 1.078 | |
| LogTransAverage=four horizons2025.12 | 4.839 | 1.485 | |
| InformerAverage=four horizons2025.12 | 5.136 | 1.544 | |
| PyraformerAverage=four horizons2025.12 | 6.007 | 2.05 |