Automatic Ordinary Differential Equations Discovery For Biological Systems Using Large Language Model Powered Agentic System
The MEDA system is introduced, an LLM- and SR-powered agentic framework for discovering ordinary-differential-equation models of biological and biologically inspired dynamical systems and shows that knowledge-guided formalization and mechanistic constraints are load-bearing components, whereas numerical fitting alone c...