Improving sample efficiency of high dimensional Bayesian optimization with MCMC. - Zeji Yi; Yunyue Wei; Chu Xin Cheng; Kaibo He; Yanan Sui (L4DC, 2024)

Practical Bayesian Algorithm Execution via Posterior Sampling. - Chu Xin Cheng; Raul Astudillo; Thomas A. Desautels; Yisong Yue (NeurIPS, 2024)

Preferential Multi-Objective Bayesian Optimization. - Raul Astudillo; Kejun Li; Maegan Tucker; Chu Xin Cheng; Aaron D. Ames; Yisong Yue (Trans. Mach. Learn. Res., 2025)

How to Unlock Time Series Editing? Diffusion-Driven Approach with Multi-Grained Control. - Hao Yu; Chu Xin Cheng; Runlong Yu; Yuyang Ye 002; Shiwei Tong; Zhaofeng Liu; Defu Lian (CoRR, 2025)