Long-term Forecasting on DS -> AZ
0.42MSEGPT4AP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GPT4APHorizon=24, Evaluation Protocol=Zero-shot2026.03 | 0.42 | 0.366 | |
| GPT4APHorizon=36, Evaluation Protocol=Zero-shot2026.03 | 0.495 | 0.401 | |
| GPT4APHorizon=Avg, Evaluation Protocol=Zero-shot2026.03 | 0.505 | 0.409 | |
| GPT4APHorizon=48, Evaluation Protocol=Zero-shot2026.03 | 0.525 | 0.422 | |
| PyraformerHorizon=24, Evaluation Protocol=Zero-shot2026.03 | 0.536 | 0.509 | |
| GPT4APHorizon=60, Evaluation Protocol=Zero-shot2026.03 | 0.581 | 0.445 | |
| ETSformerHorizon=24, Evaluation Protocol=Zero-shot2026.03 | 0.587 | 0.552 | |
| PyraformerHorizon=36, Evaluation Protocol=Zero-shot2026.03 | 0.596 | 0.552 | |
| DLinearHorizon=24, Evaluation Protocol=Zero-shot2026.03 | 0.617 | 0.562 | |
| PyraformerHorizon=Avg, Evaluation Protocol=Zero-shot2026.03 | 0.638 | 0.579 | |
| FiLMHorizon=24, Evaluation Protocol=Zero-shot2026.03 | 0.663 | 0.571 | |
| ETSformerHorizon=36, Evaluation Protocol=Zero-shot2026.03 | 0.668 | 0.579 | |
| TransformerHorizon=36, Evaluation Protocol=Zero-shot2026.03 | 0.685 | 0.594 | |
| TransformerHorizon=24, Evaluation Protocol=Zero-shot2026.03 | 0.689 | 0.596 | |
| InformerHorizon=24, Evaluation Protocol=Zero-shot2026.03 | 0.7 | 0.61 | |
| PyraformerHorizon=48, Evaluation Protocol=Zero-shot2026.03 | 0.703 | 0.636 | |
| TransformerHorizon=Avg, Evaluation Protocol=Zero-shot2026.03 | 0.71 | 0.603 | |
| DLinearHorizon=36, Evaluation Protocol=Zero-shot2026.03 | 0.711 | 0.6 | |
| TransformerHorizon=48, Evaluation Protocol=Zero-shot2026.03 | 0.716 | 0.59 | |
| PyraformerHorizon=60, Evaluation Protocol=Zero-shot2026.03 | 0.717 | 0.617 | |
| ETSformerHorizon=Avg, Evaluation Protocol=Zero-shot2026.03 | 0.74 | 0.61 | |
| InformerHorizon=36, Evaluation Protocol=Zero-shot2026.03 | 0.742 | 0.62 | |
| InformerHorizon=48, Evaluation Protocol=Zero-shot2026.03 | 0.745 | 0.612 | |
| TransformerHorizon=60, Evaluation Protocol=Zero-shot2026.03 | 0.749 | 0.632 | |
| DLinearHorizon=Avg, Evaluation Protocol=Zero-shot2026.03 | 0.753 | 0.615 | |
| InformerHorizon=Avg, Evaluation Protocol=Zero-shot2026.03 | 0.753 | 0.63 | |
| ETSformerHorizon=48, Evaluation Protocol=Zero-shot2026.03 | 0.792 | 0.637 | |
| FiLMHorizon=36, Evaluation Protocol=Zero-shot2026.03 | 0.799 | 0.623 | |
| DLinearHorizon=48, Evaluation Protocol=Zero-shot2026.03 | 0.8 | 0.634 | |
| InformerHorizon=60, Evaluation Protocol=Zero-shot2026.03 | 0.825 | 0.677 | |
| FiLMHorizon=Avg, Evaluation Protocol=Zero-shot2026.03 | 0.856 | 0.642 | |
| DLinearHorizon=60, Evaluation Protocol=Zero-shot2026.03 | 0.884 | 0.665 | |
| ETSformerHorizon=60, Evaluation Protocol=Zero-shot2026.03 | 0.911 | 0.671 | |
| FiLMHorizon=48, Evaluation Protocol=Zero-shot2026.03 | 0.921 | 0.666 | |
| FiLMHorizon=60, Evaluation Protocol=Zero-shot2026.03 | 1.04 | 0.707 |