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LLM-Guided ODE Discovery and Parameter Inference from Small-Cohort Aggregate Data

arXiv cs.LG · 2026-07-02 Cached

This paper presents AgentODE, a framework that uses an LLM to propose ODE structures and a tool-augmented agent to refine parameter distributions from aggregate summary statistics alone, enabling mechanistic modeling of rare diseases under data scarcity and privacy constraints.

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