ResearchBenchmarksTime Series Classification on UCIActivityFollow3.8Error RateHydra3.5765.0886.68.112May 7, 2026Evaluation ResultsMethodMethodLinksError RateSTDHydra2026.053.80.026HInception2026.0550.037ConvTran2026.055.90.034FCN2026.055.90.035MS4N2026.056.10.033GRU2026.056.10.038MS42026.056.50.044Mamba22026.056.60.042Informer2026.056.70.039Mamba12026.057.30.046LSTM2026.057.70.037Quant2026.0580.052ET2026.059.30.047Transformer2026.059.40.03