ResearchBenchmarksTime Series Classification on TimeSen2CropFollow3.9Error RateConvTran2.4212.4122.432.39May 7, 2026Evaluation ResultsMethodMethodLinksError RateSTDConvTran2026.053.90.014GRU2026.0540.008LSTM2026.054.20.013Transformer2026.054.30.012Informer2026.054.70.021MS4N2026.0550.017MS42026.055.70.024Mamba12026.055.90.019Mamba22026.056.10.015HInception2026.059.30.022FCN2026.0513.60.049Quant2026.05210.034ET2026.0521.60.034Hydra2026.0540.90.043