Kui Su

Research on deep reinforcement learning-driven music melody generation algorithms

A novel hybrid melody-generation framework which integrates a Variational Autoencoder (VAE) with Reinforcement Learning (RL) through Proximal Policy Optimization (PPO) to enhance musical structure, coherence, and statistical expressiveness. For the purpose of providing a clean training corpus, the Lakh MIDI Dataset Cle...