Preprint Open access
MARCO: Multi-Round Agentic Reinforcement for Conditional Molecular Optimization
Molecular optimization is inherently iterative: a candidate is proposed, evaluated against several objectives, and revised while preserving a relationship to the source molecule. Most instruction-following models instead emit one edited molecule, forcing validity, property improvement, and similarity control into a sin …