Point Time Series Forecasting on ETTh1 (MAE, MSE)
0.399MAEZEUS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ZEUSProtocol=Zero-shot, Model Category=Time Series Foundation Model2026.07 | 0.399 | 0.377 | |
| KairoslProtocol=Zero-shot, Model Category=Pretrained Forecasting Model2026.07 | 0.41 | 0.427 | |
| TotobProtocol=Zero-shot, Model Category=Pretrained Forecasting Model2026.07 | 0.413 | 0.435 | |
| Timer-XLprotocol=Zero-shot2025.02 | 0.417 | 0.404 | |
| Sundialvariant=Small2025.02 | 0.418 | 0.39 | |
| Time-MoEvariant=Large2025.02 | 0.419 | 0.394 | |
| Moiraivariant=Base2025.02 | 0.419 | 0.417 | |
| Sundialvariant=Large2025.02 | 0.42 | 0.395 | |
| SundiallProtocol=Zero-shot, Model Category=Pretrained Forecasting Model2026.07 | 0.42 | 0.395 | |
| Time-MoElProtocol=Zero-shot, Model Category=Pretrained Forecasting Model2026.07 | 0.42 | 0.394 | |
| Time-MoEvariant=Base2025.02 | 0.424 | 0.4 | |
| Time-MoEvariant=Ultra2025.02 | 0.426 | 0.412 | |
| ChronosBoltbProtocol=Zero-shot, Model Category=Pretrained Forecasting Model2026.07 | 0.429 | 0.479 | |
| ModernTCNProtocol=Supervised, Model Category=Task-Specific Model2026.07 | 0.432 | 0.419 | |
| Sundialvariant=Base2025.02 | 0.434 | 0.411 | |
| GPT4TSProtocol=Supervised, Model Category=Task-Specific Model2026.07 | 0.437 | 0.438 | |
| PatchTSTProtocol=Supervised, Model Category=Task-Specific Model2026.07 | 0.437 | 0.427 | |
| Moiraivariant=Large2025.02 | 0.439 | 0.48 | |
| TimesFMprotocol=Zero-shot2025.02 | 0.443 | 0.473 | |
| TimerProtocol=Zero-shot, Model Category=Time Series Foundation Model2026.07 | 0.463 | 0.499 | |
| Chronosvariant=Large2025.02 | 0.466 | 0.588 | |
| Chronosvariant=Base2025.02 | 0.468 | 0.591 | |
| TimesNetProtocol=Supervised, Model Category=Task-Specific Model2026.07 | 0.469 | 0.485 | |
| UniTSProtocol=Zero-shot, Model Category=Time Series Foundation Model2026.07 | 0.478 | 0.496 | |
| TimeDiff2025.05 | 0.479 | 0.517 | |
| NsDiff2025.05 | 0.523 | 0.594 | |
| MOMENTProtocol=Zero-shot, Model Category=Time Series Foundation Model2026.07 | 0.58 | 0.715 | |
| TMDM2025.05 | 0.607 | 0.696 | |
| CSDI2025.05 | 0.708 | 0.949 | |
| DiffusionTS2025.05 | 0.774 | 1.089 | |
| TimeGrad2025.05 | 0.813 | 1.062 |