Multivariate long-term forecasting on ETTh1 T=192 (test)
0.376MSEMoHETS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MoHETSModel version=MOHETStiny, Lookback Length (P)=8, Batch Size=1282026.01 | 0.376 | 0.404 | |
| Time-MoEModel Scale=Base2026.01 | 0.384 | 0.404 | |
| Time-MoEModel Scale=Large2026.01 | 0.388 | 0.412 | |
| Time-MoEModel Scale=Ultra2026.01 | 0.395 | 0.413 | |
| HiMTM2024.01 | 0.401 | 0.417 | |
| PatchTST2024.01 | 0.403 | 0.421 | |
| DLinearLookback length=336, Prediction length=1922024.05 | 0.405 | 0.416 | |
| DLinear2024.01 | 0.405 | 0.416 | |
| Timer-XLModel Scale=Base2026.01 | 0.405 | 0.413 | |
| GridTSTLookback length=336, Prediction length=1922024.05 | 0.409 | 0.418 | |
| MoiraiModel Scale=Base2026.01 | 0.412 | 0.413 | |
| PatchTSTLookback length=336, Prediction length=1922024.05 | 0.414 | 0.421 | |
| Crossformer2024.01 | 0.419 | 0.445 | |
| FEDformerInput length (I)=96, Forecasting length (O)=1922024.05 | 0.42 | 0.448 | |
| Fedformer2024.01 | 0.42 | 0.448 | |
| CrossFormerLookback length=336, Prediction length=1922024.05 | 0.434 | 0.456 | |
| MoiraiModel Scale=Large2026.01 | 0.434 | 0.415 | |
| CP-NetInput length (I)=96, Forecasting length (O)=1922024.05 | 0.435 | 0.429 | |
| MoiraiModel Scale=Small2026.01 | 0.435 | 0.421 | |
| TimesNetInput length (I)=96, Forecasting length (O)=1922024.05 | 0.436 | 0.429 | |
| TimesNet2024.01 | 0.436 | 0.429 | |
| DlinearInput length (I)=96, Forecasting length (O)=1922024.05 | 0.437 | 0.432 | |
| iTransformerLookback length=336, Prediction length=1922024.05 | 0.442 | 0.446 | |
| Scaleformer2024.01 | 0.445 | 0.441 | |
| MTSMixer2024.01 | 0.452 | 0.466 | |
| AutoformerLookback length=336, Prediction length=1922024.05 | 0.456 | 0.457 | |
| PatchTSTInput length (I)=96, Forecasting length (O)=1922024.05 | 0.459 | 0.444 | |
| LightTSInput length (I)=96, Forecasting length (O)=1922024.05 | 0.475 | 0.462 | |
| MICN2024.01 | 0.475 | 0.448 | |
| ChronosModel Scale=Base2026.01 | 0.492 | 0.426 | |
| AutoformerInput length (I)=96, Forecasting length (O)=1922024.05 | 0.5 | 0.482 | |
| Autoformer2024.01 | 0.5 | 0.482 | |
| ChronosModel Scale=Large2026.01 | 0.502 | 0.524 | |
| MOMENT2026.01 | 0.688 | 0.56 | |
| PyraformerLookback length=336, Prediction length=1922024.05 | 0.79 | 0.681 | |
| InformerLookback length=336, Prediction length=1922024.05 | 1.007 | 0.786 | |
| Informer2024.01 | 1.008 | 0.792 |