Time Series Forecasting on Traffic (MSE)
0.375MSEms-Mamba
Evaluation Results
| Method | Links | |
|---|---|---|
| ms-MambaForecast length (T)=96, Lookback length (L)=962025.04 | 0.375 | |
| S-MambaForecast length (T)=96, Lookback length (L)=962025.04 | 0.382 | |
| ms-MambaForecast length (T)=192, Lookback length (L)=962025.04 | 0.384 | |
| iTransformerForecast length (T)=96, Lookback length (L)=962025.04 | 0.395 | |
| S-MambaForecast length (T)=192, Lookback length (L)=962025.04 | 0.396 | |
| ms-MambaForecast length (T)=Avg, Lookback length (L)=962025.04 | 0.402 | |
| ms-MambaForecast length (T)=336, Lookback length (L)=962025.04 | 0.408 | |
| S-MambaForecast length (T)=Avg, Lookback length (L)=962025.04 | 0.414 | |
| iTransformerForecast length (T)=192, Lookback length (L)=962025.04 | 0.417 | |
| S-MambaForecast length (T)=336, Lookback length (L)=962025.04 | 0.417 | |
| iTransformerForecast length (T)=Avg, Lookback length (L)=962025.04 | 0.428 | |
| iTransformerForecast length (T)=336, Lookback length (L)=962025.04 | 0.433 | |
| δ-AdapterBackbone Model=DistPred, Variant=Ada-X+Y2026.01 | 0.44 | |
| ms-MambaForecast length (T)=720, Lookback length (L)=962025.04 | 0.442 | |
| LoRABackbone Model=DistPred2026.01 | 0.449 | |
| OfflineBackbone Model=DistPred2026.01 | 0.453 | |
| SOLIDBackbone Model=DistPred2026.01 | 0.453 | |
| TAFASBackbone Model=DistPred2026.01 | 0.455 | |
| TIMER-1BEvaluation Setting=Zero-shot, Forecasting length=962025.02 | 0.458 | |
| S-MambaForecast length (T)=720, Lookback length (L)=962025.04 | 0.46 | |
| δ-AdapterBackbone Model=iTransformer, Variant=Ada-X+Y2026.01 | 0.461 | |
| PatchTSTForecast length (T)=96, Lookback length (L)=962025.04 | 0.462 | |
| PatchTSTForecast length (T)=192, Lookback length (L)=962025.04 | 0.466 | |
| iTransformerForecast length (T)=720, Lookback length (L)=962025.04 | 0.467 | |
| LoRABackbone Model=iTransformer2026.01 | 0.468 | |
| OfflineBackbone Model=iTransformer2026.01 | 0.475 | |
| SOLIDBackbone Model=iTransformer2026.01 | 0.475 | |
| TAFASBackbone Model=iTransformer2026.01 | 0.476 | |
| PatchTSTForecast length (T)=Avg, Lookback length (L)=962025.04 | 0.481 | |
| PatchTSTForecast length (T)=336, Lookback length (L)=962025.04 | 0.482 | |
| PatchTSTForecast length (T)=720, Lookback length (L)=962025.04 | 0.514 | |
| CrossformerForecast length (T)=96, Lookback length (L)=962025.04 | 0.522 | |
| CrossformerForecast length (T)=192, Lookback length (L)=962025.04 | 0.53 | |
| GTMEvaluation Setting=Zero-shot, Forecasting length=962025.02 | 0.542 | |
| CrossformerForecast length (T)=Avg, Lookback length (L)=962025.04 | 0.55 | |
| CrossformerForecast length (T)=336, Lookback length (L)=962025.04 | 0.558 | |
| OneNetBackbone Model=Others2026.01 | 0.567 | |
| FEDformerForecast length (T)=96, Lookback length (L)=962025.04 | 0.587 | |
| CrossformerForecast length (T)=720, Lookback length (L)=962025.04 | 0.589 | |
| TimesNetForecast length (T)=96, Lookback length (L)=962025.04 | 0.593 | |
| DLinearForecast length (T)=192, Lookback length (L)=962025.04 | 0.598 | |
| RLinearForecast length (T)=192, Lookback length (L)=962025.04 | 0.601 | |
| FEDformerForecast length (T)=192, Lookback length (L)=962025.04 | 0.604 | |
| DLinearForecast length (T)=336, Lookback length (L)=962025.04 | 0.605 | |
| RLinearForecast length (T)=336, Lookback length (L)=962025.04 | 0.609 | |
| FEDformerForecast length (T)=Avg, Lookback length (L)=962025.04 | 0.61 | |
| AutoformerForecast length (T)=96, Lookback length (L)=962025.04 | 0.613 | |
| AutoformerForecast length (T)=192, Lookback length (L)=962025.04 | 0.616 | |
| MOIRAI-SEvaluation Setting=Zero-shot, Forecasting length=962025.02 | 0.616 | |
| TimesNetForecast length (T)=192, Lookback length (L)=962025.04 | 0.617 | |
| TimesNetForecast length (T)=Avg, Lookback length (L)=962025.04 | 0.62 | |
| FEDformerForecast length (T)=336, Lookback length (L)=962025.04 | 0.621 | |
| AutoformerForecast length (T)=336, Lookback length (L)=962025.04 | 0.622 | |
| DLinearForecast length (T)=Avg, Lookback length (L)=962025.04 | 0.625 | |
| FEDformerForecast length (T)=720, Lookback length (L)=962025.04 | 0.626 | |
| RLinearForecast length (T)=Avg, Lookback length (L)=962025.04 | 0.626 | |
| AutoformerForecast length (T)=Avg, Lookback length (L)=962025.04 | 0.628 | |
| TimesNetForecast length (T)=336, Lookback length (L)=962025.04 | 0.629 | |
| TimesNetForecast length (T)=720, Lookback length (L)=962025.04 | 0.64 | |
| DLinearForecast length (T)=720, Lookback length (L)=962025.04 | 0.645 | |
| RLinearForecast length (T)=720, Lookback length (L)=962025.04 | 0.647 | |
| RLinearForecast length (T)=96, Lookback length (L)=962025.04 | 0.649 | |
| DLinearForecast length (T)=96, Lookback length (L)=962025.04 | 0.65 | |
| AutoformerForecast length (T)=720, Lookback length (L)=962025.04 | 0.66 | |
| FSNetBackbone Model=Others2026.01 | 0.701 | |
| TiDEForecast length (T)=720, Lookback length (L)=962025.04 | 0.719 | |
| TiDEForecast length (T)=192, Lookback length (L)=962025.04 | 0.756 | |
| TiDEForecast length (T)=Avg, Lookback length (L)=962025.04 | 0.76 | |
| TiDEForecast length (T)=336, Lookback length (L)=962025.04 | 0.762 | |
| TiDEForecast length (T)=96, Lookback length (L)=962025.04 | 0.805 | |
| δ-AdapterBackbone Model=Autoformer, Variant=Ada-X+Y2026.01 | 0.942 | |
| SOLIDBackbone Model=Autoformer2026.01 | 0.959 | |
| OfflineBackbone Model=Autoformer2026.01 | 0.972 | |
| TAFASBackbone Model=Autoformer2026.01 | 0.975 | |
| MOMENTEvaluation Setting=Zero-shot, Forecasting length=962025.02 | 1.293 |