Long-term Forecasting on TT -> DS
0.446MSEPyraformer
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PyraformerHorizon=24, Evaluation Protocol=Zero-shot2026.03 | 0.446 | 0.491 | |
| GPT4APHorizon=24, Evaluation Protocol=Zero-shot2026.03 | 0.477 | 0.36 | |
| ETSformerHorizon=24, Evaluation Protocol=Zero-shot2026.03 | 0.496 | 0.524 | |
| PyraformerHorizon=36, Evaluation Protocol=Zero-shot2026.03 | 0.507 | 0.535 | |
| GPT4APHorizon=36, Evaluation Protocol=Zero-shot2026.03 | 0.52 | 0.392 | |
| GPT4APHorizon=Avg, Evaluation Protocol=Zero-shot2026.03 | 0.535 | 0.398 | |
| DLinearHorizon=24, Evaluation Protocol=Zero-shot2026.03 | 0.539 | 0.554 | |
| PyraformerHorizon=Avg, Evaluation Protocol=Zero-shot2026.03 | 0.542 | 0.554 | |
| GPT4APHorizon=48, Evaluation Protocol=Zero-shot2026.03 | 0.56 | 0.412 | |
| GPT4APHorizon=60, Evaluation Protocol=Zero-shot2026.03 | 0.581 | 0.426 | |
| FiLMHorizon=24, Evaluation Protocol=Zero-shot2026.03 | 0.582 | 0.568 | |
| TransformerHorizon=48, Evaluation Protocol=Zero-shot2026.03 | 0.594 | 0.571 | |
| PyraformerHorizon=48, Evaluation Protocol=Zero-shot2026.03 | 0.602 | 0.596 | |
| ETSformerHorizon=36, Evaluation Protocol=Zero-shot2026.03 | 0.604 | 0.583 | |
| PyraformerHorizon=60, Evaluation Protocol=Zero-shot2026.03 | 0.614 | 0.593 | |
| DLinearHorizon=36, Evaluation Protocol=Zero-shot2026.03 | 0.618 | 0.591 | |
| InformerHorizon=48, Evaluation Protocol=Zero-shot2026.03 | 0.624 | 0.597 | |
| TransformerHorizon=36, Evaluation Protocol=Zero-shot2026.03 | 0.627 | 0.612 | |
| TransformerHorizon=Avg, Evaluation Protocol=Zero-shot2026.03 | 0.634 | 0.598 | |
| TransformerHorizon=24, Evaluation Protocol=Zero-shot2026.03 | 0.637 | 0.577 | |
| ETSformerHorizon=Avg, Evaluation Protocol=Zero-shot2026.03 | 0.646 | 0.598 | |
| DLinearHorizon=Avg, Evaluation Protocol=Zero-shot2026.03 | 0.651 | 0.604 | |
| InformerHorizon=24, Evaluation Protocol=Zero-shot2026.03 | 0.66 | 0.606 | |
| InformerHorizon=Avg, Evaluation Protocol=Zero-shot2026.03 | 0.675 | 0.626 | |
| TransformerHorizon=60, Evaluation Protocol=Zero-shot2026.03 | 0.678 | 0.633 | |
| ETSformerHorizon=48, Evaluation Protocol=Zero-shot2026.03 | 0.683 | 0.619 | |
| DLinearHorizon=48, Evaluation Protocol=Zero-shot2026.03 | 0.689 | 0.622 | |
| InformerHorizon=36, Evaluation Protocol=Zero-shot2026.03 | 0.698 | 0.628 | |
| FiLMHorizon=36, Evaluation Protocol=Zero-shot2026.03 | 0.701 | 0.615 | |
| InformerHorizon=60, Evaluation Protocol=Zero-shot2026.03 | 0.719 | 0.673 | |
| FiLMHorizon=Avg, Evaluation Protocol=Zero-shot2026.03 | 0.747 | 0.634 | |
| DLinearHorizon=60, Evaluation Protocol=Zero-shot2026.03 | 0.756 | 0.65 | |
| ETSformerHorizon=60, Evaluation Protocol=Zero-shot2026.03 | 0.801 | 0.667 | |
| FiLMHorizon=48, Evaluation Protocol=Zero-shot2026.03 | 0.803 | 0.657 | |
| FiLMHorizon=60, Evaluation Protocol=Zero-shot2026.03 | 0.901 | 0.697 |