Point Time Series Forecasting on ETTm1
0.359MAEZEUS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ZEUSProtocol=Zero-shot, Model Category=Time Series Foundation Model2026.07 | 0.359 | 0.322 | |
| KairoslProtocol=Zero-shot, Model Category=Pretrained Forecasting Model2026.07 | 0.365 | 0.348 | |
| ChronosBoltbProtocol=Zero-shot, Model Category=Pretrained Forecasting Model2026.07 | 0.368 | 0.395 | |
| Sundialvariant=Large, protocol=Zero-shot, prediction lengths={96, 192, 336, 720}2025.02 | 0.369 | 0.331 | |
| SundiallProtocol=Zero-shot, Model Category=Pretrained Forecasting Model2026.07 | 0.369 | 0.331 | |
| ModernTCNProtocol=Supervised, Model Category=Task-Specific Model2026.07 | 0.376 | 0.346 | |
| PatchTSTProtocol=Supervised, Model Category=Task-Specific Model2026.07 | 0.376 | 0.346 | |
| Sundialvariant=Base, protocol=Zero-shot, prediction lengths={96, 192, 336, 720}2025.02 | 0.377 | 0.336 | |
| GPT4TSProtocol=Supervised, Model Category=Task-Specific Model2026.07 | 0.383 | 0.357 | |
| Moiraivariant=Base, protocol=Zero-shot2025.02 | 0.385 | 0.406 | |
| Sundialvariant=Small, protocol=Zero-shot, prediction lengths={96, 192, 336, 720}2025.02 | 0.388 | 0.354 | |
| Time-MoEvariant=Ultra, protocol=Zero-shot2025.02 | 0.391 | 0.356 | |
| Moiraivariant=Large, protocol=Zero-shot2025.02 | 0.391 | 0.422 | |
| Timer-XLprotocol=Zero-shot2025.02 | 0.392 | 0.373 | |
| TotobProtocol=Zero-shot, Model Category=Pretrained Forecasting Model2026.07 | 0.396 | 0.378 | |
| Time-MoEvariant=Large, protocol=Zero-shot2025.02 | 0.405 | 0.376 | |
| Time-MoElProtocol=Zero-shot, Model Category=Pretrained Forecasting Model2026.07 | 0.405 | 0.376 | |
| Time-MoEvariant=Base, protocol=Zero-shot2025.02 | 0.415 | 0.394 | |
| TimesFMprotocol=Zero-shot2025.02 | 0.418 | 0.433 | |
| TimesNetProtocol=Supervised, Model Category=Task-Specific Model2026.07 | 0.428 | 0.458 | |
| TMDM2025.05 | 0.455 | 0.494 | |
| NsDiff2025.05 | 0.455 | 0.488 | |
| Chronosvariant=Large, protocol=Zero-shot2025.02 | 0.465 | 0.555 | |
| TimeDiff2025.05 | 0.477 | 0.537 | |
| Chronosvariant=Base, protocol=Zero-shot2025.02 | 0.5 | 0.645 | |
| UniTSProtocol=Zero-shot, Model Category=Time Series Foundation Model2026.07 | 0.538 | 0.69 | |
| MOMENTProtocol=Zero-shot, Model Category=Time Series Foundation Model2026.07 | 0.554 | 0.714 | |
| TimerProtocol=Zero-shot, Model Category=Time Series Foundation Model2026.07 | 0.593 | 0.837 | |
| DiffusionTS2025.05 | 0.744 | 1.03 | |
| CSDI2025.05 | 0.752 | 1.002 | |
| TimeGrad2025.05 | 0.831 | 1.218 |