Amartya Roy

See, Hypothesize, Validate: Multimodal Agentic Framework for Discovering Governing PDEs

MAGE is introduced, an agentic framework that organizes PDE discovery as a confidence governed hypothesis validation loop inspired by the scientific cycle of observation, hypothesis, and falsification, and supports further study of structured agentic reasoning for library-free governing-law discovery.