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ResearchFormerly WizWand

Multivariate long-term forecasting on ILI

1.319MSEPatchTST/64
1.131482.397243.6634.92876Nov 27, 2022Jun 26, 2023Jan 24, 2024Aug 22, 2024Mar 22, 2025Oct 19, 2025May 19, 2026
Updated 5mo ago

Evaluation results

MethodLinks
PatchTST/64Prediction length (T)=242022.111.3190.754
xPatch + KUP-BIBackbone=xPatch, Configuration=Joint-tune2026.051.3650.712
xPatch + KUP-BIBackbone=xPatch, Configuration=Plugin-only2026.051.3660.713
xPatchBackbone=xPatch, Configuration=Ori2026.051.3830.718
PatchTST/64Prediction length (T)=602022.111.470.788
PatchTST + KUP-BIBackbone=PatchTST, Configuration=Joint-tune2026.051.4960.807
PatchTST + KUP-BIBackbone=PatchTST, Configuration=Plugin-only2026.051.520.825
PatchTST/64Prediction length (T)=482022.111.5530.815
SeesawNetPrediction length (H)=242026.051.5620.808
SeesawNetPrediction length (H)=482026.051.5670.828
PatchTST/64Prediction length (T)=362022.111.5790.87
PatchTSTBackbone=PatchTST, Configuration=Ori2026.051.580.852
SeesawNetPrediction length (H)=362026.051.6580.829
TimeBridgePrediction length (H)=482026.051.7020.851
SeesawNetPrediction length (H)=602026.051.7020.879
TimeBridgePrediction length (H)=602026.051.7330.887
PatchTSTPrediction length (H)=482026.051.7340.881
TimeBridgePrediction length (H)=362026.051.7720.857
PDFPrediction length (H)=242026.051.8290.857
DDNPrediction length (H)=242026.051.830.95
PatchTSTPrediction length (H)=602026.051.8610.932
PatchTSTPrediction length (H)=362026.051.9020.91
TimeBridgePrediction length (H)=242026.051.9380.857
iTransformerPrediction length (H)=362026.051.9840.959
PDFPrediction length (H)=362026.052.0080.96
iTransformerPrediction length (H)=242026.052.0320.951
iTransformerPrediction length (H)=482026.052.0620.994
TimesNet + KUP-BIBackbone=TimesNet, Configuration=Joint-tune2026.052.1140.9
iTransformerPrediction length (H)=602026.052.1171.019
DDNPrediction length (H)=482026.052.1291
TimesNetAverage=four horizons2025.122.1390.931
DDNPrediction length (H)=362026.052.1421
PDFPrediction length (H)=602026.052.1471
PatchTSTPrediction length (H)=242026.052.160.928
PDFPrediction length (H)=482026.052.2241.02
DDNPrediction length (H)=602026.052.231.025
SANPrediction length (H)=482026.052.2621.065
DLinear + KUP-BIBackbone=DLinear, Configuration=Joint-tune2026.052.2921.069
SANPrediction length (H)=242026.052.2971.055
SANPrediction length (H)=362026.052.3231.07
TimesNet + KUP-BIBackbone=TimesNet, Configuration=Plugin-only2026.052.3280.984
DLinear + KUP-BIBackbone=DLinear, Configuration=Plugin-only2026.052.3361.086
DLinearBackbone=DLinear, Configuration=Ori2026.052.3471.089
DLinear (w/)Corrector=included, Average=four horizons2025.122.351.08
NS-TransformerPrediction length (H)=602026.052.3780.999
U-mixerPrediction length (H)=242026.052.3980.972
DLinear (w/o)Corrector=excluded, Average=four horizons2025.122.41.1
NS-TransformerPrediction length (H)=242026.052.420.959
TimesNetBackbone=TimesNet, Configuration=Ori2026.052.4380.955
SANPrediction length (H)=602026.052.4431.124
U-mixerPrediction length (H)=482026.052.4950.994
NS-TransformerPrediction length (H)=482026.052.50.99
U-mixerPrediction length (H)=362026.052.6061.005
U-mixerPrediction length (H)=602026.052.6091.022
FEDformerAverage=four horizons2025.122.8461.144
AutoformerAverage=four horizons2025.123.0061.161
NS-TransformerPrediction length (H)=362026.053.0931.078
LogTransAverage=four horizons2025.124.8391.485
InformerAverage=four horizons2025.125.1361.544
PyraformerAverage=four horizons2025.126.0072.05