Time Series Forecasting on ETTm1 10% (train)
0.36MSESSDA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SSDAForecasting Horizon (H)=Avg2026.05 | 0.36 | 0.369 | |
| Time-VLMForecasting Horizon (H)=Avg2026.05 | 0.36 | 0.382 | |
| SSDARatio=10%2026.05 | 0.36 | 0.369 | |
| Time-VLMRatio=10%2026.05 | 0.36 | 0.382 | |
| Time-LLMForecasting Horizon (H)=Avg2026.05 | 0.404 | 0.427 | |
| Time-LLMRatio=10%2026.05 | 0.404 | 0.427 | |
| DLinearForecasting Horizon (H)=Avg2026.05 | 0.411 | 0.429 | |
| DLinearRatio=10%2026.05 | 0.411 | 0.429 | |
| GPT4TSForecasting Horizon (H)=Avg2026.05 | 0.464 | 0.441 | |
| GPT4TSRatio=10%2026.05 | 0.464 | 0.441 | |
| PatchTSTForecasting Horizon (H)=Avg2026.05 | 0.501 | 0.466 | |
| PatchTSTRatio=10%2026.05 | 0.501 | 0.466 | |
| VisionTSForecasting Horizon (H)=Avg2026.05 | 0.595 | 0.508 | |
| VisionTSRatio=10%2026.05 | 0.595 | 0.508 | |
| TimesNetForecasting Horizon (H)=Avg2026.05 | 0.677 | 0.537 | |
| TimesNetRatio=10%2026.05 | 0.677 | 0.537 | |
| FEDformerForecasting Horizon (H)=Avg2026.05 | 0.722 | 0.605 | |
| FEDformerRatio=10%2026.05 | 0.722 | 0.605 | |
| InformerForecasting Horizon (H)=Avg2026.05 | 1.192 | 0.821 | |
| InformerRatio=10%2026.05 | 1.192 | 0.821 |