University of California, Los Angeles（加州大学洛杉矶分校）

Optimizing the Unknown: Black Box Bayesian Optimization with Energy-Based Model and Reinforcement Learning

Ruiyao Miao, Junren Xiao, Shiya Tsang, Hui Xiong, Yingnian Wu

机构 * University of California, Los Angeles（加州大学洛杉矶分校） ； The Hong Kong University of Science and Technology (Guangzhou)（香港科学与技术大学（广州）） ； The Hong Kong University of Science and Technology（香港科学与技术大学） 纠错

Comments This paper is accepted by 39th Conference on Neural Information Processing Systems (NeurIPS 2025)

LAPRAD: LLM-Assisted PRotocol Attack Discovery

R. Can Aygun, Yehuda Afek, Anat Bremler-Barr, Leonard Kleinrock

机构 * UCLA（加州大学洛杉矶分校） ； Tel-Aviv University（特拉维夫大学） 纠错

Comments IFIP Networking 2025 Proceedings (Accepted on 05.05.2025)

Journal ref Published in IFIP Networking 2025 Proceedings

LICO: Large Language Models for In-Context Molecular Optimization

Tung Nguyen, Aditya Grover

机构 * Department of Computer Science University of California, Los Angeles（计算机科学系 加州大学洛杉矶分校） 纠错

Comments International Conference on Learning Representations (ICLR 2025)