ResearchBenchmarksTime Series Classification on AudioMNISTFollow1.4Error RateConvTran-2.14421.77845.769.622May 7, 2026Evaluation ResultsMethodMethodLinksError RateStandard DeviationConvTran2026.051.40.6MS4N2026.051.60.7Hydra2026.052.71.3MS42026.053.91.8Mamba22026.059.63.3Quant2026.0512.13.9Mamba12026.0512.82.8Informer2026.0517.52.1Transformer2026.0519.11HInception2026.0521.12.8ET2026.05542FCN2026.0589.60.9GRU2026.05901LSTM2026.05901