Unleashing LLMs in Bayesian Optimization: Preference-Guided Framework for Scientific Discovery - Yuan, Xinzhe; Chen, Zhuo; Zhang, Jianshu; Xiong, Huan; Ye, Nanyang; Li, Yuqiang; Gu, Qinying (International Conference on Learning Representations, 2026)