Long-term Forecasting on AZ -> TT
0.422MSEPyraformer
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PyraformerHorizon=24, Evaluation Protocol=Zero-shot2026.03 | 0.422 | 0.473 | |
| GPT4APHorizon=24, Evaluation Protocol=Zero-shot2026.03 | 0.484 | 0.364 | |
| ETSformerHorizon=24, Evaluation Protocol=Zero-shot2026.03 | 0.486 | 0.532 | |
| PyraformerHorizon=36, Evaluation Protocol=Zero-shot2026.03 | 0.488 | 0.522 | |
| PyraformerHorizon=Avg, Evaluation Protocol=Zero-shot2026.03 | 0.509 | 0.539 | |
| DLinearHorizon=24, Evaluation Protocol=Zero-shot2026.03 | 0.514 | 0.54 | |
| GPT4APHorizon=36, Evaluation Protocol=Zero-shot2026.03 | 0.527 | 0.392 | |
| PyraformerHorizon=48, Evaluation Protocol=Zero-shot2026.03 | 0.542 | 0.56 | |
| GPT4APHorizon=Avg, Evaluation Protocol=Zero-shot2026.03 | 0.543 | 0.401 | |
| FiLMHorizon=24, Evaluation Protocol=Zero-shot2026.03 | 0.551 | 0.544 | |
| ETSformerHorizon=36, Evaluation Protocol=Zero-shot2026.03 | 0.553 | 0.555 | |
| GPT4APHorizon=48, Evaluation Protocol=Zero-shot2026.03 | 0.562 | 0.414 | |
| TransformerHorizon=48, Evaluation Protocol=Zero-shot2026.03 | 0.571 | 0.559 | |
| TransformerHorizon=60, Evaluation Protocol=Zero-shot2026.03 | 0.576 | 0.583 | |
| PyraformerHorizon=60, Evaluation Protocol=Zero-shot2026.03 | 0.585 | 0.599 | |
| TransformerHorizon=Avg, Evaluation Protocol=Zero-shot2026.03 | 0.588 | 0.576 | |
| DLinearHorizon=36, Evaluation Protocol=Zero-shot2026.03 | 0.59 | 0.576 | |
| TransformerHorizon=24, Evaluation Protocol=Zero-shot2026.03 | 0.591 | 0.56 | |
| GPT4APHorizon=60, Evaluation Protocol=Zero-shot2026.03 | 0.6 | 0.433 | |
| ETSformerHorizon=Avg, Evaluation Protocol=Zero-shot2026.03 | 0.601 | 0.579 | |
| InformerHorizon=48, Evaluation Protocol=Zero-shot2026.03 | 0.606 | 0.586 | |
| TransformerHorizon=36, Evaluation Protocol=Zero-shot2026.03 | 0.615 | 0.601 | |
| InformerHorizon=24, Evaluation Protocol=Zero-shot2026.03 | 0.618 | 0.589 | |
| DLinearHorizon=Avg, Evaluation Protocol=Zero-shot2026.03 | 0.619 | 0.588 | |
| ETSformerHorizon=48, Evaluation Protocol=Zero-shot2026.03 | 0.638 | 0.596 | |
| InformerHorizon=Avg, Evaluation Protocol=Zero-shot2026.03 | 0.646 | 0.613 | |
| DLinearHorizon=48, Evaluation Protocol=Zero-shot2026.03 | 0.658 | 0.606 | |
| FiLMHorizon=36, Evaluation Protocol=Zero-shot2026.03 | 0.659 | 0.595 | |
| InformerHorizon=36, Evaluation Protocol=Zero-shot2026.03 | 0.673 | 0.614 | |
| InformerHorizon=60, Evaluation Protocol=Zero-shot2026.03 | 0.686 | 0.662 | |
| FiLMHorizon=Avg, Evaluation Protocol=Zero-shot2026.03 | 0.701 | 0.611 | |
| DLinearHorizon=60, Evaluation Protocol=Zero-shot2026.03 | 0.713 | 0.631 | |
| ETSformerHorizon=60, Evaluation Protocol=Zero-shot2026.03 | 0.727 | 0.633 | |
| FiLMHorizon=48, Evaluation Protocol=Zero-shot2026.03 | 0.752 | 0.634 | |
| FiLMHorizon=60, Evaluation Protocol=Zero-shot2026.03 | 0.84 | 0.67 |