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black-box optimization

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  1. BayesEvolve: Explicit Belief States for Autonomous Scientific Discovery

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    BayesEvolve is a new framework for autonomous scientific discovery. It uses large language models (LLMs) to maintain explicit, uncertainty-aware beliefs about the quality of hypotheses, and it uses these beliefs to…