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ResearchFormerly WizWand

Long-term Time Series Forecasting on ETTh

7.641MSEAlphaCast
6.0787616.6238827.16937.71412Nov 12, 2025
Updated 7mo ago

Evaluation results

MethodLinks
AlphaCastlook-back window=96, prediction length=962025.117.6412.017
TimesNetlook-back window=96, prediction length=962025.117.942.079
iTransformerlook-back window=96, prediction length=962025.118.3072.136
PatchTSTlook-back window=96, prediction length=962025.118.3962.169
DLinearlook-back window=96, prediction length=962025.118.5062.239
TimeXerlook-back window=96, prediction length=962025.118.7652.204
Chronoslook-back window=96, prediction length=962025.119.3972.25
Sundiallook-back window=96, prediction length=962025.119.4372.314
SNaivelook-back window=96, prediction length=962025.1110.7532.469
ARIMAlook-back window=96, prediction length=962025.1110.8792.429
Autoformerlook-back window=96, prediction length=962025.1111.5982.637
CESlook-back window=96, prediction length=962025.1124.2183.646
Prophetlook-back window=96, prediction length=962025.1146.6974.592