Time Series Forecasting on ETTh1 (10% train)
0.359MSESSDA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SSDAForecasting Horizon (H)=962026.05 | 0.359 | 0.376 | |
| SSDAForecasting Horizon (H)=1922026.05 | 0.389 | 0.403 | |
| SSDAForecasting Horizon (H)=Avg2026.05 | 0.396 | 0.41 | |
| SSDARatio=10%2026.05 | 0.396 | 0.41 | |
| OliviaPrediction Length=Avg2026.05 | 0.398 | 0.418 | |
| TTMPrediction Length=Avg2026.05 | 0.403 | 0.423 | |
| VisionTSForecasting Horizon (H)=Avg2026.05 | 0.409 | 0.412 | |
| VisionTSRatio=10%2026.05 | 0.409 | 0.412 | |
| SSDAForecasting Horizon (H)=3362026.05 | 0.417 | 0.42 | |
| SEMPOPrediction Length=Avg2026.05 | 0.417 | 0.435 | |
| SSDAForecasting Horizon (H)=7202026.05 | 0.418 | 0.442 | |
| Time-VLMForecasting Horizon (H)=Avg2026.05 | 0.431 | 0.442 | |
| Time-VLMRatio=10%2026.05 | 0.431 | 0.442 | |
| Time-LLMForecasting Horizon (H)=Avg2026.05 | 0.556 | 0.522 | |
| Time-LLMRatio=10%2026.05 | 0.556 | 0.522 | |
| Time-LLMPrediction Length=Avg2026.05 | 0.556 | 0.522 | |
| S²IP-LLMPrediction Length=Avg2026.05 | 0.565 | 0.524 | |
| GPT4TSForecasting Horizon (H)=Avg2026.05 | 0.59 | 0.525 | |
| GPT4TSRatio=10%2026.05 | 0.59 | 0.525 | |
| GPT-4TSPrediction Length=Avg2026.05 | 0.59 | 0.525 | |
| PatchTSTForecasting Horizon (H)=Avg2026.05 | 0.633 | 0.542 | |
| PatchTSTRatio=10%2026.05 | 0.633 | 0.542 | |
| PatchTSTPrediction Length=Avg2026.05 | 0.633 | 0.542 | |
| FEDformerForecasting Horizon (H)=Avg2026.05 | 0.639 | 0.561 | |
| FEDformerRatio=10%2026.05 | 0.639 | 0.561 | |
| FEDformerPrediction Length=Avg2026.05 | 0.639 | 0.561 | |
| DLinearForecasting Horizon (H)=Avg2026.05 | 0.691 | 0.6 | |
| DLinearRatio=10%2026.05 | 0.691 | 0.6 | |
| DLinearPrediction Length=Avg2026.05 | 0.691 | 0.6 | |
| TimesNetForecasting Horizon (H)=Avg2026.05 | 0.869 | 0.628 | |
| TimesNetRatio=10%2026.05 | 0.869 | 0.628 | |
| TimesNetPrediction Length=Avg2026.05 | 0.869 | 0.628 | |
| iTransformerPrediction Length=Avg2026.05 | 0.91 | 0.86 | |
| StationaryPrediction Length=Avg2026.05 | 0.915 | 0.639 | |
| InformerForecasting Horizon (H)=Avg2026.05 | 1.199 | 0.809 | |
| InformerRatio=10%2026.05 | 1.199 | 0.809 |