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ResearchFormerly WizWand

Time Series Forecasting on Traffic (MSE)

0.375MSEms-Mamba
0.338280.586140.8341.08186Feb 5, 2025Apr 5, 2025Jun 4, 2025Aug 2, 2025Oct 1, 2025Nov 29, 2025Jan 28, 2026
Updated 7mo ago

Evaluation results

MethodLinks
ms-MambaForecast length (T)=96, Lookback length (L)=962025.040.375
S-MambaForecast length (T)=96, Lookback length (L)=962025.040.382
ms-MambaForecast length (T)=192, Lookback length (L)=962025.040.384
iTransformerForecast length (T)=96, Lookback length (L)=962025.040.395
S-MambaForecast length (T)=192, Lookback length (L)=962025.040.396
ms-MambaForecast length (T)=Avg, Lookback length (L)=962025.040.402
ms-MambaForecast length (T)=336, Lookback length (L)=962025.040.408
S-MambaForecast length (T)=Avg, Lookback length (L)=962025.040.414
iTransformerForecast length (T)=192, Lookback length (L)=962025.040.417
S-MambaForecast length (T)=336, Lookback length (L)=962025.040.417
iTransformerForecast length (T)=Avg, Lookback length (L)=962025.040.428
iTransformerForecast length (T)=336, Lookback length (L)=962025.040.433
δ-AdapterBackbone Model=DistPred, Variant=Ada-X+Y2026.010.44
ms-MambaForecast length (T)=720, Lookback length (L)=962025.040.442
LoRABackbone Model=DistPred2026.010.449
OfflineBackbone Model=DistPred2026.010.453
SOLIDBackbone Model=DistPred2026.010.453
TAFASBackbone Model=DistPred2026.010.455
TIMER-1BEvaluation Setting=Zero-shot, Forecasting length=962025.020.458
S-MambaForecast length (T)=720, Lookback length (L)=962025.040.46
δ-AdapterBackbone Model=iTransformer, Variant=Ada-X+Y2026.010.461
PatchTSTForecast length (T)=96, Lookback length (L)=962025.040.462
PatchTSTForecast length (T)=192, Lookback length (L)=962025.040.466
iTransformerForecast length (T)=720, Lookback length (L)=962025.040.467
LoRABackbone Model=iTransformer2026.010.468
OfflineBackbone Model=iTransformer2026.010.475
SOLIDBackbone Model=iTransformer2026.010.475
TAFASBackbone Model=iTransformer2026.010.476
PatchTSTForecast length (T)=Avg, Lookback length (L)=962025.040.481
PatchTSTForecast length (T)=336, Lookback length (L)=962025.040.482
PatchTSTForecast length (T)=720, Lookback length (L)=962025.040.514
CrossformerForecast length (T)=96, Lookback length (L)=962025.040.522
CrossformerForecast length (T)=192, Lookback length (L)=962025.040.53
GTMEvaluation Setting=Zero-shot, Forecasting length=962025.020.542
CrossformerForecast length (T)=Avg, Lookback length (L)=962025.040.55
CrossformerForecast length (T)=336, Lookback length (L)=962025.040.558
OneNetBackbone Model=Others2026.010.567
FEDformerForecast length (T)=96, Lookback length (L)=962025.040.587
CrossformerForecast length (T)=720, Lookback length (L)=962025.040.589
TimesNetForecast length (T)=96, Lookback length (L)=962025.040.593
DLinearForecast length (T)=192, Lookback length (L)=962025.040.598
RLinearForecast length (T)=192, Lookback length (L)=962025.040.601
FEDformerForecast length (T)=192, Lookback length (L)=962025.040.604
DLinearForecast length (T)=336, Lookback length (L)=962025.040.605
RLinearForecast length (T)=336, Lookback length (L)=962025.040.609
FEDformerForecast length (T)=Avg, Lookback length (L)=962025.040.61
AutoformerForecast length (T)=96, Lookback length (L)=962025.040.613
AutoformerForecast length (T)=192, Lookback length (L)=962025.040.616
MOIRAI-SEvaluation Setting=Zero-shot, Forecasting length=962025.020.616
TimesNetForecast length (T)=192, Lookback length (L)=962025.040.617
TimesNetForecast length (T)=Avg, Lookback length (L)=962025.040.62
FEDformerForecast length (T)=336, Lookback length (L)=962025.040.621
AutoformerForecast length (T)=336, Lookback length (L)=962025.040.622
DLinearForecast length (T)=Avg, Lookback length (L)=962025.040.625
FEDformerForecast length (T)=720, Lookback length (L)=962025.040.626
RLinearForecast length (T)=Avg, Lookback length (L)=962025.040.626
AutoformerForecast length (T)=Avg, Lookback length (L)=962025.040.628
TimesNetForecast length (T)=336, Lookback length (L)=962025.040.629
TimesNetForecast length (T)=720, Lookback length (L)=962025.040.64
DLinearForecast length (T)=720, Lookback length (L)=962025.040.645
RLinearForecast length (T)=720, Lookback length (L)=962025.040.647
RLinearForecast length (T)=96, Lookback length (L)=962025.040.649
DLinearForecast length (T)=96, Lookback length (L)=962025.040.65
AutoformerForecast length (T)=720, Lookback length (L)=962025.040.66
FSNetBackbone Model=Others2026.010.701
TiDEForecast length (T)=720, Lookback length (L)=962025.040.719
TiDEForecast length (T)=192, Lookback length (L)=962025.040.756
TiDEForecast length (T)=Avg, Lookback length (L)=962025.040.76
TiDEForecast length (T)=336, Lookback length (L)=962025.040.762
TiDEForecast length (T)=96, Lookback length (L)=962025.040.805
δ-AdapterBackbone Model=Autoformer, Variant=Ada-X+Y2026.010.942
SOLIDBackbone Model=Autoformer2026.010.959
OfflineBackbone Model=Autoformer2026.010.972
TAFASBackbone Model=Autoformer2026.010.975
MOMENTEvaluation Setting=Zero-shot, Forecasting length=962025.021.293