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ResearchFormerly WizWand

Long-Term Forecasting on Synthetic Avg Standard

0.025MSECrossformer
-0.073040.588731.25051.91227May 18, 2026
Updated 5mo ago

Evaluation results

MethodLinks
CrossformerLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate-to-Single (MS)2026.050.0250.124
XCTFormerLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate-to-Single (MS)2026.050.040.155
TimeMixerLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate-to-Single (MS)2026.050.070.197
LeDDAMLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate-to-Single (MS)2026.050.0790.211
SCINetLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate-to-Single (MS)2026.050.0970.239
iTransformerLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate-to-Single (MS)2026.050.2540.39
PatchTSTLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate-to-Single (MS)2026.050.2770.408
TimesNetLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate-to-Single (MS)2026.050.4450.523
DLinearLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate-to-Single (MS)2026.050.480.559
MTLinearLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate-to-Single (MS)2026.051.0990.835
TiDELookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate-to-Single (MS)2026.051.1960.893
AutoformerLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate-to-Single (MS)2026.051.4190.949
FEDformerLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate-to-Single (MS)2026.052.4761.265