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ResearchFormerly WizWand

Long-Term Forecasting on Electricity (ECL) Standard (Avg)

0.165MSETimeMixer++
0.160880.188690.21650.24431May 18, 2026
Updated 5mo ago

Evaluation results

MethodLinks
TimeMixer++Lookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.050.1650.253
XCTFormerLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M), DeCoP=true2026.050.1660.263
LeDDAMLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.050.1680.263
iTransformerLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.050.1780.27
TimeMixerLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.050.1820.273
TimesNetLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.050.1930.304
MTLinearLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.050.1980.283
FEDformerLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.050.2130.327
PatchTSTLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.050.2160.318
DLinearLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.050.2250.319
AutoformerLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.050.2270.364
CrossformerLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.050.2440.334
TiDELookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.050.2520.344
SCINetLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.050.2680.365