Hypervolume-Driven Multi-Objective Antimicrobial Peptides Design: A Novel Approach for Generating Potent and Balanced AMPs

A novel multi-objective generative model, HMAMP, that leverages reinforcement learning and hypervolume maximization to systematically design antimicrobial peptides with balanced attributes, including antimicrobial activity and hemolysis or toxicity.