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ResearchFormerly WizWand

Long-term Forecasting on ETTh1 v1 (test)

0.373MSEAdaMamba
0.36780.40290.4380.4731Jun 13, 2024Oct 4, 2024Jan 26, 2025May 19, 2025Sep 10, 2025Jan 1, 2026Apr 25, 2026
Updated 6mo ago

Evaluation results

MethodLinks
AdaMambaInput Length (T)=96, Prediction Length (H)=962026.040.3730.398
TimeMachineInput Length (T)=96, Prediction Length (H)=962026.040.3750.394
PatchTSTInput Length (T)=96, Prediction Length (H)=962026.040.3760.399
AffirmInput Length (T)=96, Prediction Length (H)=962026.040.3810.395
STDMambaInput Length (T)=96, Prediction Length (H)=962026.040.3840.408
S_MambaInput Length (T)=96, Prediction Length (H)=962026.040.3860.405
TS-Memorybackbone=Sundial2026.020.3960.41
Sundialsetting=Origin2026.020.40.412
TS-Memorybackbone=Chronos22026.020.420.407
TS-Memorybackbone=ChronosBolt2026.020.4210.414
AdaMambaInput Length (T)=96, Prediction Length (H)=1922026.040.4280.433
AffirmInput Length (T)=96, Prediction Length (H)=1922026.040.430.426
PatchTSTInput Length (T)=96, Prediction Length (H)=1922026.040.430.431
FredformerPrediction Length=Avg, Input Sequence Length=962024.060.4350.426
AdaMambaInput Length (T)=96, Prediction Length (H)=Average2026.040.4410.44
Chronos2setting=Origin2026.020.4420.412
AffirmInput Length (T)=96, Prediction Length (H)=Average2026.040.4450.438
ChronosBoltsetting=Origin2026.020.4480.419
TS-Memorybackbone=TimesFM2026.020.4480.431
iTransformerPrediction Length=Avg, Input Sequence Length=962024.060.4540.447
PatchTSTPrediction Length=Avg, Input Sequence Length=962024.060.4690.454
STDMambaInput Length (T)=96, Prediction Length (H)=3362026.040.4690.454
AdaMambaInput Length (T)=96, Prediction Length (H)=3362026.040.4730.455
AffirmInput Length (T)=96, Prediction Length (H)=3362026.040.4740.451
TimesFMsetting=Origin2026.020.4790.442
AdaMambaInput Length (T)=96, Prediction Length (H)=7202026.040.490.474
AffirmInput Length (T)=96, Prediction Length (H)=7202026.040.4940.481
PatchTSTInput Length (T)=96, Prediction Length (H)=7202026.040.5030.483