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ResearchFormerly WizWand

Multivariate long-term forecasting on ETTh1 T=96 (test)

0.343MSESEG-MOE
0.319080.480540.6420.80346Jan 10, 2024May 14, 2024Sep 16, 2024Jan 19, 2025May 24, 2025Sep 26, 2025Jan 29, 2026
Updated 8mo ago

Evaluation results

MethodLinks
SEG-MOEScale=Small, Resolution=[4, 5, 5, 4], Patch length=82026.010.3430.381
Time-MoEModel Scale=Ultra2026.010.3490.379
Time-MoEScale=Ultra2026.010.3490.379
MoHETSModel version=MOHETStiny, Lookback Length (P)=8, Batch Size=1282026.010.350.383
Time-MoEModel Scale=Large2026.010.350.382
Time-MoEScale=Large2026.010.350.382
HiMTM2024.010.3550.386
Time-MoEModel Scale=Base2026.010.3570.381
Time-MoEScale=Base2026.010.3570.381
GridTSTLookback length=336, Prediction length=962024.050.3680.395
Timer-XLModel Scale=Base2026.010.3690.391
Timer-XLScale=Base2026.010.3690.391
DLinear2024.010.370.399
DLinearLookback length=336, Prediction length=962024.050.3750.399
PatchTST2024.010.3750.399
FEDformerInput length (I)=96, Forecasting length (O)=962024.050.3760.419
Fedformer2024.010.3760.459
MoiraiModel Scale=Base2026.010.3760.392
MoiraiScale=Base2026.010.3760.392
PatchTSTLookback length=336, Prediction length=962024.050.3780.4
CP-NetInput length (I)=96, Forecasting length (O)=962024.050.380.397
Crossformer2024.010.380.419
Scaleformer2024.010.3810.412
MoiraiModel Scale=Large2026.010.3810.388
MoiraiScale=Large2026.010.3810.388
TimesNetInput length (I)=96, Forecasting length (O)=962024.050.3840.402
TimesNet2024.010.3840.402
CrossFormerLookback length=336, Prediction length=962024.050.3860.425
DlinearInput length (I)=96, Forecasting length (O)=962024.050.3860.4
MTSMixer2024.010.3970.428
iTransformerLookback length=336, Prediction length=962024.050.3990.417
MoiraiModel Scale=Small2026.010.4010.402
MoiraiScale=Small2026.010.4010.402
MICN2024.010.4040.429
PatchTSTInput length (I)=96, Forecasting length (O)=962024.050.410.416
LightTSInput length (I)=96, Forecasting length (O)=962024.050.4240.432
AutoformerLookback length=336, Prediction length=962024.050.4350.446
ChronosModel Scale=Base2026.010.440.393
ChronosScale=Base2026.010.440.393
ChronosModel Scale=Large2026.010.4410.39
ChronosScale=Large2026.010.4410.39
AutoformerInput length (I)=96, Forecasting length (O)=962024.050.4490.459
Autoformer2024.010.4490.459
PyraformerLookback length=336, Prediction length=962024.050.6640.612
MOMENT2026.010.6880.557
MOMENT2026.010.6880.557
Informer2024.010.8650.713
InformerLookback length=336, Prediction length=962024.050.9410.769