ResearchBenchmarksTime Series Classification on LakeIceFollow0.2Error RateQuant0.160.430.70.97May 7, 2026Evaluation ResultsMethodMethodLinksError RateSTDQuant2026.050.20MS4N2026.050.30.1ConvTran2026.050.30.1Informer2026.050.30.1MS42026.050.40.1FCN2026.050.40Transformer2026.050.40GRU2026.050.40LSTM2026.050.40HInception2026.050.50.1ET2026.050.50Mamba12026.050.60.1Mamba22026.050.70.1Hydra2026.051.20.1