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ResearchFormerly WizWand

Time Series Forecasting on ETTm1 v1 (test)

0.313MSEAdaMamba
0.26840.569450.87051.17155Jan 23, 2026Feb 7, 2026Feb 22, 2026Mar 10, 2026Mar 25, 2026Apr 9, 2026Apr 25, 2026
Updated 6mo ago

Evaluation results

MethodLinks
AdaMambaInput Length (T)=96, Prediction Length (H)=962026.040.3130.355
TimeMachineInput Length (T)=96, Prediction Length (H)=962026.040.3290.358
AdaMambaInput Length (T)=96, Prediction Length (H)=1922026.040.360.381
AdaMambaInput Length (T)=96, Prediction Length (H)=Average2026.040.3780.396
AdaMambaInput Length (T)=96, Prediction Length (H)=3362026.040.390.404
PatchTSTInput Length (T)=96, Prediction Length (H)=3362026.040.4090.403
AdaMambaInput Length (T)=96, Prediction Length (H)=7202026.040.4450.439
PatchTSTInput Length (T)=96, Prediction Length (H)=7202026.040.4710.437
DLinear + DPADSource=ETTm2, Forecasting length=96, Zero-shot=true, Backbone=DLinear, DPAD enhancement=true2026.010.5440.479
DLinearSource=ETTm2, Forecasting length=96, Zero-shot=true, Backbone=DLinear, DPAD enhancement=false2026.010.5610.498
TimeXer + DPADSource=ETTm2, Forecasting length=96, Zero-shot=true, Backbone=TimeXer, DPAD enhancement=true2026.010.6310.525
TimeXerSource=ETTm2, Forecasting length=96, Zero-shot=true, Backbone=TimeXer, DPAD enhancement=false2026.010.6470.531
TimesNet + DPADSource=ETTm2, Forecasting length=96, Zero-shot=true, Backbone=TimesNet, DPAD enhancement=true2026.010.7010.548
TimesNetSource=ETTm2, Forecasting length=96, Zero-shot=true, Backbone=TimesNet, DPAD enhancement=false2026.010.7090.554
DLinear + DPADSource=ETTh1, Forecasting length=96, Zero-shot=true, Backbone=DLinear, DPAD enhancement=true2026.010.7460.576
DLinearSource=ETTh1, Forecasting length=96, Zero-shot=true, Backbone=DLinear, DPAD enhancement=false2026.010.7490.579
TimesNet + DPADSource=ETTh1, Forecasting length=96, Zero-shot=true, Backbone=TimesNet, DPAD enhancement=true2026.010.7540.571
DLinearSource=ETTh2, Forecasting length=96, Zero-shot=true, Backbone=DLinear, DPAD enhancement=false2026.010.7680.594
DLinear + DPADSource=ETTh2, Forecasting length=96, Zero-shot=true, Backbone=DLinear, DPAD enhancement=true2026.010.7830.605
TimeXer + DPADSource=ETTh1, Forecasting length=96, Zero-shot=true, Backbone=TimeXer, DPAD enhancement=true2026.010.7980.575
iTransformer + DPADSource=ETTm2, Forecasting length=96, Zero-shot=true, Backbone=iTransformer, DPAD enhancement=true2026.010.8040.579
iTransformerSource=ETTh1, Forecasting length=96, Zero-shot=true, Backbone=iTransformer, DPAD enhancement=false2026.010.8220.585
iTransformerSource=ETTm2, Forecasting length=96, Zero-shot=true, Backbone=iTransformer, DPAD enhancement=false2026.010.8250.589
TimeXerSource=ETTh1, Forecasting length=96, Zero-shot=true, Backbone=TimeXer, DPAD enhancement=false2026.010.8320.591
iTransformer + DPADSource=ETTh1, Forecasting length=96, Zero-shot=true, Backbone=iTransformer, DPAD enhancement=true2026.010.8340.596
TimesNetSource=ETTh1, Forecasting length=96, Zero-shot=true, Backbone=TimesNet, DPAD enhancement=false2026.010.8490.575
iTransformer + DPADSource=ETTh2, Forecasting length=96, Zero-shot=true, Backbone=iTransformer, DPAD enhancement=true2026.010.9040.606
iTransformerSource=ETTh2, Forecasting length=96, Zero-shot=true, Backbone=iTransformer, DPAD enhancement=false2026.010.980.631
TimesNet + DPADSource=ETTh2, Forecasting length=96, Zero-shot=true, Backbone=TimesNet, DPAD enhancement=true2026.011.0430.644
TimesNetSource=ETTh2, Forecasting length=96, Zero-shot=true, Backbone=TimesNet, DPAD enhancement=false2026.011.0590.658
TimeXer + DPADSource=ETTh2, Forecasting length=96, Zero-shot=true, Backbone=TimeXer, DPAD enhancement=true2026.011.4120.734
TimeXerSource=ETTh2, Forecasting length=96, Zero-shot=true, Backbone=TimeXer, DPAD enhancement=false2026.011.4280.748