Long-term Time Series Forecasting on Weather (MAE, RMSE, WAPE)
10.85MAEDualformer
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Dualformerevaluation_mode=re-normalized, aggregation=average results across prediction lengths2026.01 | 10.85 | 41.7 | 6.49 | |
| PatchTSTevaluation_mode=re-normalized, aggregation=average results across prediction lengths2026.01 | 12.08 | 43.22 | 7.32 | |
| DLinearevaluation_mode=re-normalized, aggregation=average results across prediction lengths2026.01 | 12.29 | 44.57 | 7.29 | |
| vanilla TransformerHorizon=1202025.12 | 14.2523 | 74.405 | — | |
| vanilla TransformerHorizon=962025.12 | 15.115 | 76.1451 | — | |
| iTransformerevaluation_mode=re-normalized, aggregation=average results across prediction lengths2026.01 | 15.61 | 40.74 | 6.75 | |
| PatchTSTHorizon=962025.12 | 16.9784 | 77.8039 | — | |
| vanilla TransformerHorizon=3362025.12 | 17.0746 | 80.4478 | — | |
| PatchTSTHorizon=1202025.12 | 17.1251 | 78.232 | — | |
| vanilla TransformerHorizon=7202025.12 | 17.2801 | 81.0746 | — | |
| iTransformerHorizon=1202025.12 | 18.9094 | 85.1188 | — | |
| PatchTSTHorizon=3362025.12 | 19.0034 | 81.5563 | — | |
| iTransformerHorizon=962025.12 | 19.2918 | 86.6916 | — | |
| InformerHorizon=962025.12 | 19.3862 | 83.9374 | — | |
| InformerHorizon=1202025.12 | 19.7799 | 83.9299 | — | |
| TwinFormerHorizon=962025.12 | 20.4612 | 85.7296 | — | |
| PatchTSTHorizon=7202025.12 | 20.5038 | 84.5969 | — | |
| TwinFormerHorizon=1202025.12 | 22.0061 | 88.0541 | — | |
| InformerHorizon=3362025.12 | 22.0616 | 88.0609 | — | |
| TwinFormerHorizon=7202025.12 | 22.2875 | 92.2548 | — | |
| iTransformerHorizon=3362025.12 | 22.5815 | 101.2167 | — | |
| iTransformerHorizon=7202025.12 | 22.9454 | 93.5754 | — | |
| InformerHorizon=7202025.12 | 23.0586 | 90.7269 | — | |
| TwinFormerHorizon=3362025.12 | 23.2499 | 91.4257 | — | |
| FEDFormerHorizon=962025.12 | 24.1458 | 95.8898 | — | |
| FEDFormerHorizon=1202025.12 | 31.6785 | 115.1958 | — | |
| FEDFormerHorizon=7202025.12 | 33.3565 | 117.2401 | — | |
| FEDFormerHorizon=3362025.12 | 39.0595 | 123.9135 | — |