Long-term forecasting on TT (Tiantan) (test)
0.585MSEInformer
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| InformerHorizon=242026.03 | 0.585 | 0.383 | |
| PyraformerHorizon=242026.03 | 0.614 | 0.383 | |
| TransformerHorizon=242026.03 | 0.615 | 0.39 | |
| ETSformerHorizon=242026.03 | 0.625 | 0.409 | |
| GPT4APHorizon=242026.03 | 0.632 | 0.388 | |
| DLinearHorizon=242026.03 | 0.633 | 0.421 | |
| FiLMHorizon=242026.03 | 0.659 | 0.403 | |
| PyraformerHorizon=362026.03 | 0.682 | 0.418 | |
| InformerHorizon=Avg2026.03 | 0.694 | 0.429 | |
| InformerHorizon=362026.03 | 0.708 | 0.421 | |
| PyraformerHorizon=Avg2026.03 | 0.708 | 0.429 | |
| DLinearHorizon=362026.03 | 0.709 | 0.466 | |
| GPT4APHorizon=362026.03 | 0.715 | 0.427 | |
| PyraformerHorizon=482026.03 | 0.721 | 0.443 | |
| DLinearHorizon=Avg2026.03 | 0.722 | 0.472 | |
| ETSformerHorizon=362026.03 | 0.726 | 0.462 | |
| TransformerHorizon=362026.03 | 0.726 | 0.432 | |
| TransformerHorizon=Avg2026.03 | 0.726 | 0.441 | |
| InformerHorizon=482026.03 | 0.73 | 0.446 | |
| GPT4APHorizon=Avg2026.03 | 0.737 | 0.437 | |
| FiLMHorizon=362026.03 | 0.739 | 0.442 | |
| ETSformerHorizon=Avg2026.03 | 0.744 | 0.474 | |
| TransformerHorizon=482026.03 | 0.752 | 0.46 | |
| InformerHorizon=602026.03 | 0.753 | 0.464 | |
| DLinearHorizon=482026.03 | 0.755 | 0.491 | |
| FiLMHorizon=Avg2026.03 | 0.757 | 0.448 | |
| GPT4APHorizon=482026.03 | 0.778 | 0.456 | |
| DLinearHorizon=602026.03 | 0.791 | 0.511 | |
| FiLMHorizon=482026.03 | 0.793 | 0.465 | |
| ETSformerHorizon=482026.03 | 0.798 | 0.496 | |
| TransformerHorizon=602026.03 | 0.809 | 0.48 | |
| PyraformerHorizon=602026.03 | 0.813 | 0.472 | |
| GPT4APHorizon=602026.03 | 0.821 | 0.475 | |
| ETSformerHorizon=602026.03 | 0.825 | 0.529 | |
| FiLMHorizon=602026.03 | 0.838 | 0.483 |