Author

Rakshith Bhandary

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Open access Sep 2026

Neural network monophonic melody generation with RNN, LSTM and GAN architectures

The study found that, tanh activation function led to higher accuracy and lower loss compared to softmax function in generating melodies, and the comparative analysis of the 3 networks prove that, RNN-LSTM has the best accuracy.

Duddela Sai Prashanth, Rakshith Bhandary, Bharath Rai et al. · Scientific Reports · 0 citations