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ResearchFormerly WizWand

Multivariate time series forecasting on ETTh1 (6:2:2)

0.413MSEPAMod
0.410760.425880.4410.45612May 1, 2026
Updated 6mo ago

Evaluation results

MethodLinks
PAModLookback length=96, Prediction horizons=Averaged {96, 192, 336, 720}2026.050.4130.42
TimeEmbLookback length=96, Prediction horizons=Averaged {96, 192, 336, 720}2026.050.4250.425
AmplifierLookback length=96, Prediction horizons=Averaged {96, 192, 336, 720}2026.050.430.428
FilterTSLookback length=96, Prediction horizons=Averaged {96, 192, 336, 720}2026.050.4340.43
TimeXerLookback length=96, Prediction horizons=Averaged {96, 192, 336, 720}2026.050.4370.437
TQNetLookback length=96, Prediction horizons=Averaged {96, 192, 336, 720}2026.050.4410.434
TimeMixerLookback length=96, Prediction horizons=Averaged {96, 192, 336, 720}2026.050.4470.44
iTransformerLookback length=96, Prediction horizons=Averaged {96, 192, 336, 720}2026.050.4540.448
CycleNetLookback length=96, Prediction horizons=Averaged {96, 192, 336, 720}2026.050.4570.441
PatchTSTLookback length=96, Prediction horizons=Averaged {96, 192, 336, 720}2026.050.4690.455