Dan-Yang Chen

Agentic, Autonomous Design Evolution of Machine-Learned Interatomic Potentials

Recent AI systems can autonomously execute scientific workflows and empirical software tasks. We investigate whether an autonomous agent can use evaluation feedback to iteratively develop a scientific model. To address this question, we developed AutoResearch-MLIP, a research protocol in which the agent follows prede...