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ResearchFormerly WizWand

Long-term Time Series Forecasting on Weather Average

0.221MSETriTS
0.216320.247910.27950.31109Apr 17, 2026Apr 22, 2026Apr 27, 2026May 2, 2026May 7, 2026May 12, 2026May 18, 2026
Updated 5mo ago

Evaluation results

MethodLinks
TriTSLookback window=96, Prediction length=Average2026.040.2210.238
VisionTS++Lookback window=96, Prediction length=Average2026.040.2240.243
TimeMixer++Lookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.050.2260.262
VisionTSLookback window=96, Prediction length=Average2026.040.2290.248
XCTFormerLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.050.2370.267
MTLinearLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.050.2380.276
TimeMixerLookback window=96, Prediction length=Average2026.040.240.271
TimeMixerLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.050.240.272
LeDDAMLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.050.2420.272
WPMixerLookback window=96, Prediction length=Average2026.040.2450.274
FDNetLookback window=96, Prediction length=Average2026.040.2460.271
iTransformerLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.050.2580.278
TimesNetLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.050.2590.286
iTransformerLookback window=96, Prediction length=Average2026.040.2610.281
PatchTSTLookback window=96, Prediction length=Average2026.040.2610.285
CrossformerLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.050.2640.32
DLinearLookback window=96, Prediction length=Average2026.040.2650.315
PatchTSTLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.050.2650.285
DLinearLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.050.2650.315
TiDELookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.050.270.32
SCINetLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.050.2920.363
FEDformerLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.050.3090.36
AutoformerLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.050.3380.382