Long-term forecasting on WX (Wanshou) (test)
0.542MSETransformer
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TransformerHorizon=242026.03 | 0.542 | 0.37 | |
| PyraformerHorizon=242026.03 | 0.548 | 0.378 | |
| InformerHorizon=242026.03 | 0.55 | 0.372 | |
| GPT4APHorizon=242026.03 | 0.588 | 0.372 | |
| ETSformerHorizon=242026.03 | 0.588 | 0.391 | |
| DLinearHorizon=242026.03 | 0.596 | 0.406 | |
| InformerHorizon=362026.03 | 0.615 | 0.397 | |
| FiLMHorizon=242026.03 | 0.616 | 0.388 | |
| InformerHorizon=Avg2026.03 | 0.627 | 0.41 | |
| PyraformerHorizon=Avg2026.03 | 0.639 | 0.417 | |
| TransformerHorizon=362026.03 | 0.641 | 0.416 | |
| PyraformerHorizon=362026.03 | 0.642 | 0.419 | |
| ETSformerHorizon=362026.03 | 0.66 | 0.441 | |
| TransformerHorizon=Avg2026.03 | 0.661 | 0.419 | |
| InformerHorizon=482026.03 | 0.662 | 0.425 | |
| DLinearHorizon=362026.03 | 0.666 | 0.449 | |
| PyraformerHorizon=482026.03 | 0.667 | 0.428 | |
| GPT4APHorizon=362026.03 | 0.671 | 0.413 | |
| DLinearHorizon=Avg2026.03 | 0.68 | 0.457 | |
| InformerHorizon=602026.03 | 0.682 | 0.447 | |
| FiLMHorizon=362026.03 | 0.691 | 0.427 | |
| ETSformerHorizon=Avg2026.03 | 0.691 | 0.457 | |
| GPT4APHorizon=Avg2026.03 | 0.692 | 0.423 | |
| PyraformerHorizon=602026.03 | 0.698 | 0.441 | |
| FiLMHorizon=Avg2026.03 | 0.71 | 0.435 | |
| DLinearHorizon=482026.03 | 0.711 | 0.475 | |
| TransformerHorizon=482026.03 | 0.724 | 0.441 | |
| GPT4APHorizon=482026.03 | 0.731 | 0.442 | |
| TransformerHorizon=602026.03 | 0.735 | 0.45 | |
| ETSformerHorizon=482026.03 | 0.739 | 0.482 | |
| FiLMHorizon=482026.03 | 0.744 | 0.452 | |
| DLinearHorizon=602026.03 | 0.747 | 0.497 | |
| ETSformerHorizon=602026.03 | 0.778 | 0.512 | |
| GPT4APHorizon=602026.03 | 0.779 | 0.464 | |
| FiLMHorizon=602026.03 | 0.788 | 0.471 |