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ResearchFormerly WizWand

Time Series Forecasting on EPF NP

0.172MSECITRAS
0.134960.384980.6350.88502Mar 31, 2025Jun 7, 2025Aug 15, 2025Oct 23, 2025Dec 31, 2025Mar 10, 2026May 18, 2026
Updated 4mo ago

Evaluation results

MethodLinks
CITRASFuture Covariates=Known, Input length=168, Forecasting length=24, Random seeds=32025.030.1720.215
Timer-XLFuture Covariates=Known, Input length=168, Forecasting length=24, Random seeds=32025.030.1750.218
TimeXerFuture Covariates=Known, Input length=168, Forecasting length=24, Random seeds=32025.030.180.228
TSMixer-ExtFuture Covariates=Known, Input length=168, Forecasting length=24, Random seeds=32025.030.1870.251
TFTFuture Covariates=Known, Input length=168, Forecasting length=24, Random seeds=32025.030.1930.236
iTrans.Future Covariates=Known, Input length=168, Forecasting length=24, Random seeds=32025.030.2110.254
CITRASFuture Covariates=Unknown, Input length=168, Forecasting length=24, Random seeds=32025.030.2270.26
ModernTCNFuture Covariates=Unknown, Input length=168, Forecasting length=24, Random seeds=32025.030.2370.274
TimesNetFuture Covariates=Unknown, Input length=168, Forecasting length=24, Random seeds=32025.030.2470.283
Cross.Future Covariates=Unknown, Input length=168, Forecasting length=24, Random seeds=32025.030.2480.288
LeddamFuture Covariates=Known, Input length=168, Forecasting length=24, Random seeds=32025.030.2540.285
PatchTSTFuture Covariates=Unknown, Input length=168, Forecasting length=24, Random seeds=32025.030.2640.287
CARDFuture Covariates=Unknown, Input length=168, Forecasting length=24, Random seeds=32025.030.2660.293
L-Drive2026.050.2880.309
CrossLinear2026.050.2890.312
PatchTST2026.050.2980.329
TiDEFuture Covariates=Known, Input length=168, Forecasting length=24, Random seeds=32025.030.2980.311
FilterTS2026.050.30.316
TimeXer2026.050.3010.324
FITSFuture Covariates=Unknown, Input length=168, Forecasting length=24, Random seeds=32025.030.3040.316
DLinearFuture Covariates=Unknown, Input length=168, Forecasting length=24, Random seeds=32025.030.3090.321
PatchMLP2026.050.3130.332
TimesNet2026.050.330.349
AuraInput length=168, Prediction length=24, Exogenous series configuration=future exogenous series2026.030.3380.239
DLinear2026.050.340.369
iTransformerInput length=168, Prediction length=24, Exogenous series configuration=future exogenous series2026.030.3560.25
iTransformer2026.050.360.358
TimeXerInput length=168, Prediction length=24, Exogenous series configuration=future exogenous series2026.030.3670.231
DLinearInput length=168, Prediction length=24, Exogenous series configuration=future exogenous series2026.030.3920.28
TiDEInput length=168, Prediction length=24, Exogenous series configuration=future exogenous series2026.030.4110.288
CrossLinearInput length=168, Prediction length=24, Exogenous series configuration=future exogenous series2026.030.4170.269
PatchTSTInput length=168, Prediction length=24, Exogenous series configuration=future exogenous series2026.030.4340.336
TimesNetInput length=168, Prediction length=24, Exogenous series configuration=future exogenous series2026.030.4810.351
TimerXLInput length=168, Prediction length=24, Exogenous series configuration=future exogenous series2026.030.6080.413
AutoformerInput length=168, Prediction length=24, Exogenous series configuration=future exogenous series2026.030.8290.549
DUETInput length=168, Prediction length=24, Exogenous series configuration=future exogenous series2026.031.0980.702