Qianya Xu

BayesEvolve: Explicit Belief States for Autonomous Scientific Discovery

Xuening Wu, Shan Yu, Qianya Xu, Shenqin Yin

Autonomous scientific discovery systems increasingly use large language models (LLMs) to propose new hypotheses, but many such systems condition primarily on experimental memory: archives of high-scoring candidates or heuristic summaries of recent trials. We argue that discovery…Read more