Long-sequence time-series forecasting on Power
1,522.3687MAETwinFormer
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TwinFormerHorizon=962025.12 | 1,522.3687 | 2,074.7476 | |
| TwinFormerHorizon=1202025.12 | 1,628.0834 | 2,211.7373 | |
| PatchTSTHorizon=962025.12 | 1,670.7936 | 2,303.7766 | |
| TwinFormerHorizon=7202025.12 | 1,687.792 | 2,275.1616 | |
| TwinFormerHorizon=3362025.12 | 1,691.2375 | 2,306.0332 | |
| PatchTSTHorizon=1202025.12 | 1,713.0022 | 2,398.4294 | |
| PatchTSTHorizon=3362025.12 | 1,725.9772 | 2,367.9302 | |
| PatchTSTHorizon=7202025.12 | 1,726.9525 | 2,371.6135 | |
| iTransformerHorizon=3362025.12 | 1,790.873 | 2,462.7583 | |
| InformerHorizon=962025.12 | 1,836.5217 | 2,529.4082 | |
| iTransformerHorizon=1202025.12 | 1,838.0431 | 2,528.269 | |
| iTransformerHorizon=7202025.12 | 1,929.9791 | 2,648.4456 | |
| iTransformerHorizon=962025.12 | 2,036.8491 | 2,794.8821 | |
| InformerHorizon=1202025.12 | 2,104.397 | 2,833.8071 | |
| vanilla TransformerHorizon=962025.12 | 2,143.0732 | 2,856.9641 | |
| vanilla TransformerHorizon=7202025.12 | 2,186.1484 | 2,932.2808 | |
| vanilla TransformerHorizon=3362025.12 | 2,186.8606 | 2,932.5842 | |
| vanilla TransformerHorizon=1202025.12 | 2,242.8386 | 3,000.8669 | |
| InformerHorizon=3362025.12 | 2,596.7925 | 3,343.2185 | |
| FEDFormerHorizon=3362025.12 | 2,636.1123 | 3,439.8325 | |
| FEDFormerHorizon=7202025.12 | 2,705.8755 | 3,507.7417 | |
| FEDFormerHorizon=1202025.12 | 2,722.5266 | 3,533.498 | |
| FEDFormerHorizon=962025.12 | 2,764.0071 | 3,575.76 | |
| InformerHorizon=7202025.12 | 3,843.0903 | 4,912.8188 |