ResearchBenchmarksLong-term Multivariate Forecasting on ETTm1 Avg. (test)Follow0.333MSEMoHETS0.332080.338290.34450.35071Jan 29, 2026Evaluation ResultsMethodMethodLinksMSEMAEMoHETSModel version=MOHETSba...Model version=MOHETSbase, Lookback Length (P)=16, Batch Size=1282026.010.3330.367Time-MoEModel Scale=UltraModel Scale=Ultra2026.010.3560.391