ResearchBenchmarksTime Series Classification on S2Agri-34Follow4.1Error RateInformer3.9045.2276.557.873May 7, 2026Evaluation ResultsMethodMethodLinksError RateStandard Deviation (STD)Informer2026.054.10.001Transformer2026.054.30.001ConvTran2026.054.40.001MS4N2026.054.70.002HInception2026.054.70.002MS42026.054.80.002Mamba22026.054.80.001FCN2026.054.90.003Mamba12026.055.10.001LSTM2026.055.30.001GRU2026.055.80.002Quant2026.056.10.001ET2026.056.10.001Hydra2026.0590.002