Long-term Forecasting on DS -> TT
0.426MSEPyraformer
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PyraformerHorizon=24, Evaluation Protocol=Zero-shot2026.03 | 0.426 | 0.477 | |
| ETSformerHorizon=24, Evaluation Protocol=Zero-shot2026.03 | 0.475 | 0.52 | |
| GPT4APHorizon=24, Evaluation Protocol=Zero-shot2026.03 | 0.489 | 0.368 | |
| PyraformerHorizon=36, Evaluation Protocol=Zero-shot2026.03 | 0.493 | 0.527 | |
| DLinearHorizon=24, Evaluation Protocol=Zero-shot2026.03 | 0.516 | 0.541 | |
| PyraformerHorizon=Avg, Evaluation Protocol=Zero-shot2026.03 | 0.524 | 0.553 | |
| GPT4APHorizon=36, Evaluation Protocol=Zero-shot2026.03 | 0.546 | 0.398 | |
| ETSformerHorizon=36, Evaluation Protocol=Zero-shot2026.03 | 0.55 | 0.554 | |
| GPT4APHorizon=Avg, Evaluation Protocol=Zero-shot2026.03 | 0.556 | 0.405 | |
| FiLMHorizon=24, Evaluation Protocol=Zero-shot2026.03 | 0.558 | 0.548 | |
| GPT4APHorizon=48, Evaluation Protocol=Zero-shot2026.03 | 0.572 | 0.417 | |
| TransformerHorizon=36, Evaluation Protocol=Zero-shot2026.03 | 0.574 | 0.573 | |
| TransformerHorizon=24, Evaluation Protocol=Zero-shot2026.03 | 0.583 | 0.564 | |
| PyraformerHorizon=60, Evaluation Protocol=Zero-shot2026.03 | 0.585 | 0.594 | |
| TransformerHorizon=48, Evaluation Protocol=Zero-shot2026.03 | 0.587 | 0.563 | |
| DLinearHorizon=36, Evaluation Protocol=Zero-shot2026.03 | 0.592 | 0.577 | |
| PyraformerHorizon=48, Evaluation Protocol=Zero-shot2026.03 | 0.593 | 0.615 | |
| TransformerHorizon=Avg, Evaluation Protocol=Zero-shot2026.03 | 0.595 | 0.578 | |
| InformerHorizon=48, Evaluation Protocol=Zero-shot2026.03 | 0.605 | 0.59 | |
| ETSformerHorizon=Avg, Evaluation Protocol=Zero-shot2026.03 | 0.607 | 0.581 | |
| GPT4APHorizon=60, Evaluation Protocol=Zero-shot2026.03 | 0.617 | 0.438 | |
| InformerHorizon=24, Evaluation Protocol=Zero-shot2026.03 | 0.619 | 0.593 | |
| DLinearHorizon=Avg, Evaluation Protocol=Zero-shot2026.03 | 0.62 | 0.589 | |
| TransformerHorizon=60, Evaluation Protocol=Zero-shot2026.03 | 0.636 | 0.61 | |
| InformerHorizon=Avg, Evaluation Protocol=Zero-shot2026.03 | 0.644 | 0.613 | |
| DLinearHorizon=48, Evaluation Protocol=Zero-shot2026.03 | 0.656 | 0.606 | |
| ETSformerHorizon=48, Evaluation Protocol=Zero-shot2026.03 | 0.659 | 0.609 | |
| InformerHorizon=36, Evaluation Protocol=Zero-shot2026.03 | 0.662 | 0.606 | |
| FiLMHorizon=36, Evaluation Protocol=Zero-shot2026.03 | 0.665 | 0.598 | |
| InformerHorizon=60, Evaluation Protocol=Zero-shot2026.03 | 0.69 | 0.662 | |
| FiLMHorizon=Avg, Evaluation Protocol=Zero-shot2026.03 | 0.705 | 0.613 | |
| DLinearHorizon=60, Evaluation Protocol=Zero-shot2026.03 | 0.716 | 0.632 | |
| ETSformerHorizon=60, Evaluation Protocol=Zero-shot2026.03 | 0.743 | 0.642 | |
| FiLMHorizon=48, Evaluation Protocol=Zero-shot2026.03 | 0.756 | 0.635 | |
| FiLMHorizon=60, Evaluation Protocol=Zero-shot2026.03 | 0.842 | 0.671 |