Time Series Forecasting on EPF FR
0.183MSEAura
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| AuraInput length=168, Prediction length=24, Exogenous series configuration=future exogenous series2026.03 | 0.183 | 0.227 | |
| TimeXerInput length=168, Prediction length=24, Exogenous series configuration=future exogenous series2026.03 | 0.197 | 0.241 | |
| iTransformerInput length=168, Prediction length=24, Exogenous series configuration=future exogenous series2026.03 | 0.2 | 0.253 | |
| TimesNetInput length=168, Prediction length=24, Exogenous series configuration=future exogenous series2026.03 | 0.231 | 0.296 | |
| DLinearInput length=168, Prediction length=24, Exogenous series configuration=future exogenous series2026.03 | 0.237 | 0.273 | |
| TiDEInput length=168, Prediction length=24, Exogenous series configuration=future exogenous series2026.03 | 0.252 | 0.287 | |
| CITRASFuture Covariates=Known, Input length=168, Forecasting length=24, Random seeds=32025.03 | 0.36 | 0.176 | |
| TimeXerFuture Covariates=Known, Input length=168, Forecasting length=24, Random seeds=32025.03 | 0.366 | 0.191 | |
| TFTFuture Covariates=Known, Input length=168, Forecasting length=24, Random seeds=32025.03 | 0.373 | 0.188 | |
| iTrans.Future Covariates=Known, Input length=168, Forecasting length=24, Random seeds=32025.03 | 0.384 | 0.207 | |
| FITSFuture Covariates=Unknown, Input length=168, Forecasting length=24, Random seeds=32025.03 | 0.403 | 0.255 | |
| TimesNetFuture Covariates=Unknown, Input length=168, Forecasting length=24, Random seeds=32025.03 | 0.406 | 0.221 | |
| CITRASFuture Covariates=Unknown, Input length=168, Forecasting length=24, Random seeds=32025.03 | 0.407 | 0.219 | |
| ModernTCNFuture Covariates=Unknown, Input length=168, Forecasting length=24, Random seeds=32025.03 | 0.41 | 0.231 | |
| TiDEFuture Covariates=Known, Input length=168, Forecasting length=24, Random seeds=32025.03 | 0.411 | 0.253 | |
| PatchTSTFuture Covariates=Unknown, Input length=168, Forecasting length=24, Random seeds=32025.03 | 0.412 | 0.215 | |
| LeddamFuture Covariates=Known, Input length=168, Forecasting length=24, Random seeds=32025.03 | 0.418 | 0.222 | |
| CARDFuture Covariates=Unknown, Input length=168, Forecasting length=24, Random seeds=32025.03 | 0.425 | 0.249 | |
| TSMixer-ExtFuture Covariates=Known, Input length=168, Forecasting length=24, Random seeds=32025.03 | 0.426 | 0.216 | |
| Timer-XLFuture Covariates=Known, Input length=168, Forecasting length=24, Random seeds=32025.03 | 0.429 | 0.199 | |
| DLinearFuture Covariates=Unknown, Input length=168, Forecasting length=24, Random seeds=32025.03 | 0.429 | 0.26 | |
| Cross.Future Covariates=Unknown, Input length=168, Forecasting length=24, Random seeds=32025.03 | 0.433 | 0.213 | |
| PatchTSTInput length=168, Prediction length=24, Exogenous series configuration=future exogenous series2026.03 | 0.466 | 0.478 | |
| CrossLinearInput length=168, Prediction length=24, Exogenous series configuration=future exogenous series2026.03 | 0.549 | 0.554 | |
| AutoformerInput length=168, Prediction length=24, Exogenous series configuration=future exogenous series2026.03 | 0.819 | 0.657 | |
| TimerXLInput length=168, Prediction length=24, Exogenous series configuration=future exogenous series2026.03 | 1.194 | 0.799 | |
| DUETInput length=168, Prediction length=24, Exogenous series configuration=future exogenous series2026.03 | 3.026 | 1.394 |