Long-term forecasting on SY (Shunyi) (test)
0.448MSETransformer
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TransformerHorizon=242026.03 | 0.448 | 0.393 | |
| InformerHorizon=242026.03 | 0.461 | 0.392 | |
| PyraformerHorizon=242026.03 | 0.478 | 0.405 | |
| ETSformerHorizon=242026.03 | 0.497 | 0.414 | |
| DLinearHorizon=242026.03 | 0.504 | 0.425 | |
| GPT4APHorizon=242026.03 | 0.508 | 0.392 | |
| PyraformerHorizon=362026.03 | 0.514 | 0.438 | |
| InformerHorizon=362026.03 | 0.518 | 0.42 | |
| FiLMHorizon=242026.03 | 0.53 | 0.408 | |
| PyraformerHorizon=Avg2026.03 | 0.541 | 0.442 | |
| InformerHorizon=Avg2026.03 | 0.547 | 0.429 | |
| TransformerHorizon=362026.03 | 0.559 | 0.436 | |
| TransformerHorizon=Avg2026.03 | 0.566 | 0.443 | |
| PyraformerHorizon=482026.03 | 0.571 | 0.454 | |
| ETSformerHorizon=362026.03 | 0.572 | 0.447 | |
| DLinearHorizon=362026.03 | 0.575 | 0.469 | |
| DLinearHorizon=Avg2026.03 | 0.587 | 0.475 | |
| GPT4APHorizon=362026.03 | 0.592 | 0.435 | |
| InformerHorizon=482026.03 | 0.594 | 0.447 | |
| ETSformerHorizon=Avg2026.03 | 0.594 | 0.468 | |
| PyraformerHorizon=602026.03 | 0.6 | 0.47 | |
| GPT4APHorizon=Avg2026.03 | 0.607 | 0.442 | |
| FiLMHorizon=362026.03 | 0.609 | 0.448 | |
| InformerHorizon=602026.03 | 0.613 | 0.457 | |
| TransformerHorizon=482026.03 | 0.616 | 0.462 | |
| DLinearHorizon=482026.03 | 0.617 | 0.493 | |
| FiLMHorizon=Avg2026.03 | 0.624 | 0.454 | |
| ETSformerHorizon=482026.03 | 0.625 | 0.491 | |
| TransformerHorizon=602026.03 | 0.642 | 0.48 | |
| GPT4APHorizon=482026.03 | 0.645 | 0.461 | |
| DLinearHorizon=602026.03 | 0.651 | 0.513 | |
| FiLMHorizon=482026.03 | 0.658 | 0.471 | |
| ETSformerHorizon=602026.03 | 0.681 | 0.519 | |
| GPT4APHorizon=602026.03 | 0.684 | 0.48 | |
| FiLMHorizon=602026.03 | 0.698 | 0.489 |