Time Series Forecasting on ETTm1 5% train (test)
0.343MSETime-VLM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Time-VLMforecast_horizon=192, training_data_ratio=5%2026.05 | 0.343 | 0.373 | |
| SSDAforecast_horizon=192, training_data_ratio=5%2026.05 | 0.347 | 0.358 | |
| DLinearforecast_horizon=192, training_data_ratio=5%2026.05 | 0.358 | 0.39 | |
| SSDAforecast_horizon=720, training_data_ratio=5%2026.05 | 0.404 | 0.403 | |
| Time-LLMforecast_horizon=192, training_data_ratio=5%2026.05 | 0.425 | 0.434 | |
| Time-VLMforecast_horizon=720, training_data_ratio=5%2026.05 | 0.425 | 0.42 | |
| GPT4TSforecast_horizon=192, training_data_ratio=5%2026.05 | 0.44 | 0.438 | |
| PatchTSTforecast_horizon=192, training_data_ratio=5%2026.05 | 0.441 | 0.436 | |
| Time-LLMforecast_horizon=720, training_data_ratio=5%2026.05 | 0.483 | 0.471 | |
| VisionTSforecast_horizon=192, training_data_ratio=5%2026.05 | 0.497 | 0.458 | |
| DLinearforecast_horizon=720, training_data_ratio=5%2026.05 | 0.511 | 0.489 | |
| GPT4TSforecast_horizon=720, training_data_ratio=5%2026.05 | 0.577 | 0.499 | |
| FEDformerforecast_horizon=192, training_data_ratio=5%2026.05 | 0.666 | 0.566 | |
| TimesNetforecast_horizon=192, training_data_ratio=5%2026.05 | 0.681 | 0.539 | |
| VisionTSforecast_horizon=720, training_data_ratio=5%2026.05 | 0.702 | 0.572 | |
| PatchTSTforecast_horizon=720, training_data_ratio=5%2026.05 | 0.767 | 0.587 | |
| TimesNetforecast_horizon=720, training_data_ratio=5%2026.05 | 0.796 | 0.593 | |
| FEDformerforecast_horizon=720, training_data_ratio=5%2026.05 | 0.822 | 0.633 | |
| Informerforecast_horizon=192, training_data_ratio=5%2026.05 | 1.15 | 0.788 | |
| Informerforecast_horizon=720, training_data_ratio=5%2026.05 | 1.175 | 0.794 |