ResearchBenchmarksTime Series Classification on AudioMNIST-DSFollow5Error RateMS4N1.60424.52747.4570.373May 7, 2026Evaluation ResultsMethodMethodLinksError RateStandard DeviationMS4N2026.0551.3ConvTran2026.055.11.3GRU2026.055.50.8Hydra2026.055.51.8MS42026.056.72HInception2026.057.40.9Mamba22026.0510.62Informer2026.0511.12.3Quant2026.0512.23Mamba12026.0513.82.2Transformer2026.0516.41.5ET2026.0550.32.5FCN2026.05882.3LSTM2026.0589.90.5