Time Series Forecasting on EPF NP
0.172MSECITRAS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CITRASFuture Covariates=Known, Input length=168, Forecasting length=24, Random seeds=32025.03 | 0.172 | 0.215 | |
| Timer-XLFuture Covariates=Known, Input length=168, Forecasting length=24, Random seeds=32025.03 | 0.175 | 0.218 | |
| TimeXerFuture Covariates=Known, Input length=168, Forecasting length=24, Random seeds=32025.03 | 0.18 | 0.228 | |
| TSMixer-ExtFuture Covariates=Known, Input length=168, Forecasting length=24, Random seeds=32025.03 | 0.187 | 0.251 | |
| TFTFuture Covariates=Known, Input length=168, Forecasting length=24, Random seeds=32025.03 | 0.193 | 0.236 | |
| iTrans.Future Covariates=Known, Input length=168, Forecasting length=24, Random seeds=32025.03 | 0.211 | 0.254 | |
| CITRASFuture Covariates=Unknown, Input length=168, Forecasting length=24, Random seeds=32025.03 | 0.227 | 0.26 | |
| ModernTCNFuture Covariates=Unknown, Input length=168, Forecasting length=24, Random seeds=32025.03 | 0.237 | 0.274 | |
| TimesNetFuture Covariates=Unknown, Input length=168, Forecasting length=24, Random seeds=32025.03 | 0.247 | 0.283 | |
| Cross.Future Covariates=Unknown, Input length=168, Forecasting length=24, Random seeds=32025.03 | 0.248 | 0.288 | |
| LeddamFuture Covariates=Known, Input length=168, Forecasting length=24, Random seeds=32025.03 | 0.254 | 0.285 | |
| PatchTSTFuture Covariates=Unknown, Input length=168, Forecasting length=24, Random seeds=32025.03 | 0.264 | 0.287 | |
| CARDFuture Covariates=Unknown, Input length=168, Forecasting length=24, Random seeds=32025.03 | 0.266 | 0.293 | |
| L-Drive2026.05 | 0.288 | 0.309 | |
| CrossLinear2026.05 | 0.289 | 0.312 | |
| PatchTST2026.05 | 0.298 | 0.329 | |
| TiDEFuture Covariates=Known, Input length=168, Forecasting length=24, Random seeds=32025.03 | 0.298 | 0.311 | |
| FilterTS2026.05 | 0.3 | 0.316 | |
| TimeXer2026.05 | 0.301 | 0.324 | |
| FITSFuture Covariates=Unknown, Input length=168, Forecasting length=24, Random seeds=32025.03 | 0.304 | 0.316 | |
| DLinearFuture Covariates=Unknown, Input length=168, Forecasting length=24, Random seeds=32025.03 | 0.309 | 0.321 | |
| PatchMLP2026.05 | 0.313 | 0.332 | |
| TimesNet2026.05 | 0.33 | 0.349 | |
| AuraInput length=168, Prediction length=24, Exogenous series configuration=future exogenous series2026.03 | 0.338 | 0.239 | |
| DLinear2026.05 | 0.34 | 0.369 | |
| iTransformerInput length=168, Prediction length=24, Exogenous series configuration=future exogenous series2026.03 | 0.356 | 0.25 | |
| iTransformer2026.05 | 0.36 | 0.358 | |
| TimeXerInput length=168, Prediction length=24, Exogenous series configuration=future exogenous series2026.03 | 0.367 | 0.231 | |
| DLinearInput length=168, Prediction length=24, Exogenous series configuration=future exogenous series2026.03 | 0.392 | 0.28 | |
| TiDEInput length=168, Prediction length=24, Exogenous series configuration=future exogenous series2026.03 | 0.411 | 0.288 | |
| CrossLinearInput length=168, Prediction length=24, Exogenous series configuration=future exogenous series2026.03 | 0.417 | 0.269 | |
| PatchTSTInput length=168, Prediction length=24, Exogenous series configuration=future exogenous series2026.03 | 0.434 | 0.336 | |
| TimesNetInput length=168, Prediction length=24, Exogenous series configuration=future exogenous series2026.03 | 0.481 | 0.351 | |
| TimerXLInput length=168, Prediction length=24, Exogenous series configuration=future exogenous series2026.03 | 0.608 | 0.413 | |
| AutoformerInput length=168, Prediction length=24, Exogenous series configuration=future exogenous series2026.03 | 0.829 | 0.549 | |
| DUETInput length=168, Prediction length=24, Exogenous series configuration=future exogenous series2026.03 | 1.098 | 0.702 |