Time Series Forecasting on ETTm1 (MSE @ F=96, 192, 336, 720)
0.291MSE (F=96)VFEM
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| VFEMEvaluation Protocol=Supervised2025.09 | 0.291 | 0.325 | 0.355 | 0.406 | 0.344 | |
| GPT4TSEvaluation Protocol=Supervised2025.09 | 0.292 | 0.332 | 0.366 | 0.417 | 0.352 | |
| UniTSTEvaluation Protocol=Supervised2025.09 | 0.313 | 0.359 | 0.395 | 0.449 | 0.379 | |
| TimesNetEvaluation Protocol=Supervised2025.09 | 0.338 | 0.371 | 0.41 | 0.478 | 0.399 | |
| PatchTSTEvaluation Protocol=Supervised2025.09 | 0.344 | 0.367 | 0.392 | 0.464 | 0.392 | |
| MoiraiBaseEvaluation Protocol=Zero-Shot, Model Scale=Base2025.09 | 0.363 | 0.388 | 0.416 | 0.46 | 0.407 | |
| MoiraiLargeEvaluation Protocol=Zero-Shot, Model Scale=Large2025.09 | 0.38 | 0.412 | 0.436 | 0.462 | 0.423 | |
| ChronosBaseEvaluation Protocol=Zero-Shot, Model Scale=Base2025.09 | 0.454 | 0.567 | 0.662 | 0.9 | 0.646 | |
| ChronosLargeEvaluation Protocol=Zero-Shot, Model Scale=Large2025.09 | 0.457 | 0.53 | 0.577 | 0.66 | 0.556 |