Time Series Forecasting on EPF DE
0.069MSEAura
Evaluation results
| Method | Links | ||
|---|---|---|---|
| AuraInput length=168, Prediction length=24, Exogenous series configuration=future exogenous series2026.03 | 0.069 | 0.165 | |
| iTransformerInput length=168, Prediction length=24, Exogenous series configuration=future exogenous series2026.03 | 0.078 | 0.166 | |
| TimeXerInput length=168, Prediction length=24, Exogenous series configuration=future exogenous series2026.03 | 0.082 | 0.179 | |
| DLinearInput length=168, Prediction length=24, Exogenous series configuration=future exogenous series2026.03 | 0.091 | 0.206 | |
| TiDEInput length=168, Prediction length=24, Exogenous series configuration=future exogenous series2026.03 | 0.098 | 0.215 | |
| CrossLinearInput length=168, Prediction length=24, Exogenous series configuration=future exogenous series2026.03 | 0.098 | 0.193 | |
| TimesNetInput length=168, Prediction length=24, Exogenous series configuration=future exogenous series2026.03 | 0.103 | 0.177 | |
| PatchTSTInput length=168, Prediction length=24, Exogenous series configuration=future exogenous series2026.03 | 0.109 | 0.167 | |
| DUETInput length=168, Prediction length=24, Exogenous series configuration=future exogenous series2026.03 | 0.192 | 0.31 | |
| CITRASFuture Covariates=Known, Input length=168, Forecasting length=24, Random seeds=32025.03 | 0.219 | 0.293 | |
| Timer-XLFuture Covariates=Known, Input length=168, Forecasting length=24, Random seeds=32025.03 | 0.229 | 0.301 | |
| TSMixer-ExtFuture Covariates=Known, Input length=168, Forecasting length=24, Random seeds=32025.03 | 0.252 | 0.324 | |
| iTrans.Future Covariates=Known, Input length=168, Forecasting length=24, Random seeds=32025.03 | 0.263 | 0.329 | |
| TFTFuture Covariates=Known, Input length=168, Forecasting length=24, Random seeds=32025.03 | 0.27 | 0.331 | |
| LeddamFuture Covariates=Known, Input length=168, Forecasting length=24, Random seeds=32025.03 | 0.283 | 0.337 | |
| TimeXerFuture Covariates=Known, Input length=168, Forecasting length=24, Random seeds=32025.03 | 0.293 | 0.324 | |
| AutoformerInput length=168, Prediction length=24, Exogenous series configuration=future exogenous series2026.03 | 0.334 | 0.441 | |
| TimerXLInput length=168, Prediction length=24, Exogenous series configuration=future exogenous series2026.03 | 0.339 | 0.323 | |
| CITRASFuture Covariates=Unknown, Input length=168, Forecasting length=24, Random seeds=32025.03 | 0.42 | 0.404 | |
| ModernTCNFuture Covariates=Unknown, Input length=168, Forecasting length=24, Random seeds=32025.03 | 0.445 | 0.416 | |
| PatchTSTFuture Covariates=Unknown, Input length=168, Forecasting length=24, Random seeds=32025.03 | 0.463 | 0.431 | |
| CARDFuture Covariates=Unknown, Input length=168, Forecasting length=24, Random seeds=32025.03 | 0.47 | 0.434 | |
| TimesNetFuture Covariates=Unknown, Input length=168, Forecasting length=24, Random seeds=32025.03 | 0.484 | 0.435 | |
| TiDEFuture Covariates=Known, Input length=168, Forecasting length=24, Random seeds=32025.03 | 0.522 | 0.467 | |
| DLinearFuture Covariates=Unknown, Input length=168, Forecasting length=24, Random seeds=32025.03 | 0.523 | 0.465 | |
| Cross.Future Covariates=Unknown, Input length=168, Forecasting length=24, Random seeds=32025.03 | 0.525 | 0.423 | |
| FITSFuture Covariates=Unknown, Input length=168, Forecasting length=24, Random seeds=32025.03 | 0.533 | 0.473 |