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ResearchFormerly WizWand

Multivariate long-term forecasting on Electricity T=96 (test)

0.123MSEGridTST
0.112480.183490.25450.32551May 6, 2024Aug 14, 2024Nov 22, 2024Mar 2, 2025Jun 10, 2025Sep 18, 2025Dec 27, 2025
Updated 8mo ago

Evaluation results

MethodLinks
GridTSTLookback length=336, Prediction length=962024.050.1230.219
PatchTSTLookback length=336, Prediction length=962024.050.1290.222
iTransformerLookback length=336, Prediction length=962024.050.1310.228
TimeXer + CRCBackbone=TimeXer, Residual Correction=CRC2025.120.13450.2326
DLinearLookback length=336, Prediction length=962024.050.140.237
TimeXerBackbone=TimeXer, Residual Correction=None2025.120.14060.2426
PatchTST + CRCBackbone=PatchTST, Residual Correction=CRC2025.120.15090.2481
DLinear + CRCBackbone=DLinear, Residual Correction=CRC2025.120.15160.2517
TimesNet + CRCBackbone=TimesNet, Residual Correction=CRC2025.120.15640.2591
CrossFormerLookback length=336, Prediction length=962024.050.1660.293
TimesNetBackbone=TimesNet, Residual Correction=None2025.120.16760.2702
TimesNetInput length (I)=96, Forecasting length (O)=962024.050.1680.272
CP-NetInput length (I)=96, Forecasting length (O)=962024.050.180.264
PatchTSTBackbone=PatchTST, Residual Correction=None2025.120.18020.2734
FEDformerInput length (I)=96, Forecasting length (O)=962024.050.1930.308
AutoformerLookback length=336, Prediction length=962024.050.1960.313
PatchTSTInput length (I)=96, Forecasting length (O)=962024.050.1960.285
DlinearInput length (I)=96, Forecasting length (O)=962024.050.1970.282
AutoformerInput length (I)=96, Forecasting length (O)=962024.050.2010.317
LightTSInput length (I)=96, Forecasting length (O)=962024.050.2070.307
DLinearBackbone=DLinear, Residual Correction=None2025.120.21020.3014
InformerLookback length=336, Prediction length=962024.050.3040.393
PyraformerLookback length=336, Prediction length=962024.050.3860.449