Bayesian Optimization of Composite Functions. - Raul Astudillo; Peter I. Frazier (ICML, 2019)

Bayesian Optimization with Uncertain Preferences over Attributes. - Raul Astudillo; Peter I. Frazier (CoRR, 2019)

Multi-attribute Bayesian optimization with interactive preference learning. - Raul Astudillo; Peter I. Frazier (AISTATS, 2020)

Bayesian Optimization of Risk Measures. - Sait Cakmak; Raul Astudillo; Peter I. Frazier; Enlu Zhou (NeurIPS, 2020)

Bayesian Optimization of Function Networks. - Raul Astudillo; Peter I. Frazier (NeurIPS, 2021)

Multi-Step Budgeted Bayesian Optimization with Unknown Evaluation Costs. - Raul Astudillo; Daniel R. Jiang; Maximilian Balandat; Eytan Bakshy; Peter I. Frazier (NeurIPS, 2021)

Thinking Inside the Box: A Tutorial on Grey-Box Bayesian Optimization. - Raul Astudillo; Peter I. Frazier (WSC, 2021)

Preference Exploration for Efficient Bayesian Optimization with Multiple Outcomes. - Zhiyuan (Jerry) Lin; Raul Astudillo; Peter I. Frazier; Eytan Bakshy (AISTATS, 2022)

qEUBO: A Decision-Theoretic Acquisition Function for Preferential Bayesian Optimization. - Raul Astudillo; Zhiyuan (Jerry) Lin; Eytan Bakshy; Peter I. Frazier (AISTATS, 2023)

Bayesian Optimization of Function Networks with Partial Evaluations. - Poompol Buathong; Jiayue Wan; Raul Astudillo; Samuel Daulton; Maximilian Balandat; Peter I. Frazier (ICML, 2024)

Cost-aware Bayesian Optimization via the Pandora's Box Gittins Index. - Qian Xie 005; Raul Astudillo; Peter I. Frazier; Ziv Scully; Alexander Terenin (NeurIPS, 2024)

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

Multi-Attribute Optimization Under Preference Uncertainty. - Bhavik A. Shah; Raul Astudillo; Peter I. Frazier (WSC, 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)

Steering Generative Models with Experimental Data for Protein Fitness Optimization. - Jason Yang; Wenda Chu; Daniel Khalil; Raul Astudillo; Bruce J. Wittmann; Frances H. Arnold; Yisong Yue (CoRR, 2025)

Bayesian preference elicitation for decision support in multiobjective optimization. - Felix Huber; Sebastian Rojas Gonzalez; Raul Astudillo (CoRR, 2025)