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ResearchFormerly WizWand

Long-term forecasting on ETTh2 v1 (test)

0.288MSEPatchTST
0.276960.351480.4260.50052Feb 18, 2024Jun 30, 2024Nov 11, 2024Mar 24, 2025Aug 5, 2025Dec 16, 2025Apr 29, 2026
Updated 6mo ago

Evaluation results

MethodLinks
PatchTSTInput Length (T)=96, Prediction Length (H)=962026.040.2880.341
AdaMambaInput Length (T)=96, Prediction Length (H)=962026.040.290.341
TimeMixerAveraged over horizons={96, 192, 336, 720}2026.040.3160.384
PatchTSTAveraged over horizons={96, 192, 336, 720}2026.040.3240.381
TS-Memorybackbone=Sundial2026.020.340.378
Sundialsetting=Origin2026.020.3440.38
TS-Memorybackbone=Chronos22026.020.350.378
TS-Memorybackbone=ChronosBolt2026.020.3540.375
TSMixerAveraged over horizons={96, 192, 336, 720}2026.040.3550.401
AdaMambaInput Length (T)=96, Prediction Length (H)=1922026.040.3630.389
TS-Memorybackbone=TimesFM2026.020.3640.398
PatchTSTInput Length (T)=96, Prediction Length (H)=1922026.040.3640.391
FredformerPrediction Length=Avg, Input Sequence Length=962024.060.3650.393
ChronosBoltsetting=Origin2026.020.3670.38
ST-PTAveraged over horizons={96, 192, 336, 720}2026.040.3680.399
AdaMambaInput Length (T)=96, Prediction Length (H)=Average2026.040.3710.399
PatchTSTInput Length (T)=96, Prediction Length (H)=Average2026.040.3710.399
TimesNetAveraged over horizons={96, 192, 336, 720}2026.040.3710.404
AttraosInput length=96, Prediction horizons={96, 192, 336, 720}2024.020.3720.399
RWKV-TSInput length=96, Prediction horizons={96, 192, 336, 720}2024.020.3750.402
Chronos2setting=Origin2026.020.3760.383
PatchTSTInput length=96, Prediction horizons={96, 192, 336, 720}2024.020.380.406
S-MambaInput length=96, Prediction horizons={96, 192, 336, 720}2024.020.3810.407
InvTrmInput length=96, Prediction horizons={96, 192, 336, 720}2024.020.3830.407
iTransformerPrediction Length=Avg, Input Sequence Length=962024.060.3830.407
Mamba4TSInput length=96, Prediction horizons={96, 192, 336, 720}, Time Embedding=true2024.020.3860.41
PatchTSTPrediction Length=Avg, Input Sequence Length=962024.060.3870.407
GPT-TSInput length=96, Prediction horizons={96, 192, 336, 720}2024.020.3890.414
KoopaInput length=96, Prediction horizons={96, 192, 336, 720}2024.020.3970.417
TimesFMsetting=Origin2026.020.4020.409
TimeMachineInput Length (T)=96, Prediction Length (H)=3362026.040.4070.422
AdaMambaInput Length (T)=96, Prediction Length (H)=3362026.040.4120.425
AffirmInput Length (T)=96, Prediction Length (H)=7202026.040.4170.44
AdaMambaInput Length (T)=96, Prediction Length (H)=7202026.040.420.44
DLinearInput length=96, Prediction horizons={96, 192, 336, 720}2024.020.5640.52
CrossformerAveraged over horizons={96, 192, 336, 720}2026.040.5640.548