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ResearchFormerly WizWand

Long-term Time Series Forecasting on ETTm

2.414MSEAlphaCast
1.663246.7308711.798516.86613Nov 12, 2025
Updated 7mo ago

Evaluation results

MethodLinks
AlphaCastlook-back window=96, prediction length=962025.112.4141.057
TimesNetlook-back window=96, prediction length=962025.112.4391.066
TimeXerlook-back window=96, prediction length=962025.112.5571.113
PatchTSTlook-back window=96, prediction length=962025.112.6221.114
DLinearlook-back window=96, prediction length=962025.112.6311.138
ARIMAlook-back window=96, prediction length=962025.112.7091.168
SNaivelook-back window=96, prediction length=962025.112.7461.186
Chronoslook-back window=96, prediction length=962025.112.7491.18
iTransformerlook-back window=96, prediction length=962025.113.1361.277
Sundiallook-back window=96, prediction length=962025.113.2111.258
CESlook-back window=96, prediction length=962025.114.1241.483
Autoformerlook-back window=96, prediction length=962025.114.2241.571
Prophetlook-back window=96, prediction length=962025.1121.1833.113