AINeutralarXiv – CS AI · 4h ago6/10
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LLM-ACES: Closed-Loop Discovery of Dynamical Systems with LLM-Guided Adaptive Search
Researchers introduce LLM-ACES, a framework combining large language models with active learning to discover governing equations of dynamical systems from data. The approach achieves significant improvements in accuracy and sample efficiency by using LLM-proposed hypotheses to guide strategic data acquisition, outperforming existing methods on 122 ODE systems while requiring substantially less training data.