Long-sequence time-series forecasting on IDEA
3.4133MAETwinFormer
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TwinFormerHorizon=962025.12 | 3.4133 | 5.0254 | |
| vanilla TransformerHorizon=962025.12 | 3.4639 | 5.0895 | |
| PatchTSTHorizon=962025.12 | 3.5394 | 5.3499 | |
| TwinFormerHorizon=1202025.12 | 3.6312 | 5.2566 | |
| PatchTSTHorizon=1202025.12 | 3.7866 | 5.5256 | |
| FEDFormerHorizon=962025.12 | 3.9454 | 6.0129 | |
| iTransformerHorizon=962025.12 | 3.9759 | 5.6999 | |
| FEDFormerHorizon=1202025.12 | 4.045 | 6.0327 | |
| vanilla TransformerHorizon=1202025.12 | 4.1065 | 5.9336 | |
| TwinFormerHorizon=7202025.12 | 4.123 | 6.1074 | |
| iTransformerHorizon=1202025.12 | 4.1262 | 5.9298 | |
| InformerHorizon=962025.12 | 4.2096 | 6.0103 | |
| InformerHorizon=1202025.12 | 4.2872 | 6.1407 | |
| PatchTSTHorizon=7202025.12 | 4.5095 | 6.7782 | |
| TwinFormerHorizon=3362025.12 | 4.5895 | 6.9595 | |
| PatchTSTHorizon=3362025.12 | 4.7302 | 7.209 | |
| InformerHorizon=3362025.12 | 5.198 | 7.6414 | |
| iTransformerHorizon=3362025.12 | 5.3044 | 7.6902 | |
| vanilla TransformerHorizon=3362025.12 | 5.3124 | 7.6573 | |
| InformerHorizon=7202025.12 | 5.42 | 7.7834 | |
| FEDFormerHorizon=3362025.12 | 5.477 | 7.9939 | |
| vanilla TransformerHorizon=7202025.12 | 5.786 | 8.5289 | |
| FEDFormerHorizon=7202025.12 | 6.0789 | 8.8711 | |
| iTransformerHorizon=7202025.12 | 6.3528 | 8.9245 |