Long-term Forecasting on AZ -> DS (test)
0.442MSEPyraformer
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PyraformerHorizon=24, Evaluation Protocol=Zero-shot2026.03 | 0.442 | 0.488 | |
| GPT4APHorizon=24, Evaluation Protocol=Zero-shot2026.03 | 0.455 | 0.351 | |
| GPT4APHorizon=36, Evaluation Protocol=Zero-shot2026.03 | 0.502 | 0.38 | |
| PyraformerHorizon=36, Evaluation Protocol=Zero-shot2026.03 | 0.51 | 0.537 | |
| GPT4APHorizon=Avg, Evaluation Protocol=Zero-shot2026.03 | 0.52 | 0.39 | |
| ETSformerHorizon=24, Evaluation Protocol=Zero-shot2026.03 | 0.522 | 0.556 | |
| DLinearHorizon=24, Evaluation Protocol=Zero-shot2026.03 | 0.536 | 0.553 | |
| PyraformerHorizon=Avg, Evaluation Protocol=Zero-shot2026.03 | 0.536 | 0.555 | |
| GPT4APHorizon=48, Evaluation Protocol=Zero-shot2026.03 | 0.541 | 0.403 | |
| PyraformerHorizon=48, Evaluation Protocol=Zero-shot2026.03 | 0.572 | 0.576 | |
| FiLMHorizon=24, Evaluation Protocol=Zero-shot2026.03 | 0.574 | 0.563 | |
| GPT4APHorizon=60, Evaluation Protocol=Zero-shot2026.03 | 0.583 | 0.424 | |
| TransformerHorizon=48, Evaluation Protocol=Zero-shot2026.03 | 0.588 | 0.567 | |
| ETSformerHorizon=36, Evaluation Protocol=Zero-shot2026.03 | 0.591 | 0.579 | |
| TransformerHorizon=60, Evaluation Protocol=Zero-shot2026.03 | 0.601 | 0.596 | |
| DLinearHorizon=36, Evaluation Protocol=Zero-shot2026.03 | 0.616 | 0.59 | |
| PyraformerHorizon=60, Evaluation Protocol=Zero-shot2026.03 | 0.618 | 0.617 | |
| TransformerHorizon=Avg, Evaluation Protocol=Zero-shot2026.03 | 0.619 | 0.592 | |
| InformerHorizon=24, Evaluation Protocol=Zero-shot2026.03 | 0.623 | 0.594 | |
| InformerHorizon=48, Evaluation Protocol=Zero-shot2026.03 | 0.627 | 0.596 | |
| TransformerHorizon=24, Evaluation Protocol=Zero-shot2026.03 | 0.64 | 0.585 | |
| TransformerHorizon=36, Evaluation Protocol=Zero-shot2026.03 | 0.646 | 0.62 | |
| ETSformerHorizon=Avg, Evaluation Protocol=Zero-shot2026.03 | 0.647 | 0.604 | |
| DLinearHorizon=Avg, Evaluation Protocol=Zero-shot2026.03 | 0.649 | 0.604 | |
| InformerHorizon=Avg, Evaluation Protocol=Zero-shot2026.03 | 0.662 | 0.621 | |
| InformerHorizon=36, Evaluation Protocol=Zero-shot2026.03 | 0.679 | 0.617 | |
| ETSformerHorizon=48, Evaluation Protocol=Zero-shot2026.03 | 0.686 | 0.621 | |
| DLinearHorizon=48, Evaluation Protocol=Zero-shot2026.03 | 0.69 | 0.622 | |
| FiLMHorizon=36, Evaluation Protocol=Zero-shot2026.03 | 0.691 | 0.612 | |
| InformerHorizon=60, Evaluation Protocol=Zero-shot2026.03 | 0.719 | 0.677 | |
| FiLMHorizon=Avg, Evaluation Protocol=Zero-shot2026.03 | 0.739 | 0.631 | |
| DLinearHorizon=60, Evaluation Protocol=Zero-shot2026.03 | 0.753 | 0.649 | |
| ETSformerHorizon=60, Evaluation Protocol=Zero-shot2026.03 | 0.789 | 0.66 | |
| FiLMHorizon=48, Evaluation Protocol=Zero-shot2026.03 | 0.795 | 0.654 | |
| FiLMHorizon=60, Evaluation Protocol=Zero-shot2026.03 | 0.894 | 0.694 |