RA
Raul Astudillo
cs.LGstat.MLmath.OCcs.AIAlgorithmsBayesian optimizationbioengineeringcellular agricultureDirected Molecular Evolutionexpected improvement
On Valency
published · living versionsW_3qn5hea4·v1 · currentpublished
Multi-Objective Generative Optimization via Expected Hypervolume Fine-Tuning
with Juan Guevara, Riccardo De Santi, Andreas Krause
1 version
W_nzvfswrn·v1published
Preprints & journals
19 papers in the corpus · 2019–2026Multi-Objective Protein Optimization via Modular Diffusion Steering2610.28943v1 · Meir Roketlishvili, Felix Huber, Wenda Chu et al.2026 · 0 citationsarXivon Valency
Multi-Objective Bayesian Optimization for Model Merging2608.14264v1 · Utkarsh Agarwal, Vamshi Bonagiri, Raul Astudillo et al.2026 · 0 citationsarXiv
Bayesian preference elicitation for decision support in multiobjective optimization2507.16999v2 · Felix Huber, Sebastian Rojas Gonzalez, Raul Astudillo2025 · 2 citationsarXiv
Bayesian Optimization Hackathon for Chemistry and Materials10.26434/chemrxiv-2025-dzh5z · Sterling Baird, Mehrad Ansari, Zartashia Afzal et al.2025 · 1 citationChemRxiv
Steering Generative Models with Experimental Data for Protein Fitness Optimization2505.15093v2 · Jason Yang, Wenda Chu, Daniel Khalil et al.2025 · 0 citationsarXiv
Active learning-assisted directed evolution.39821082 · Yang, Jason, Lal, Ravi G, Bowden, James C et al.2025 · 137 citationsNature communications. 2025;16(1):714
Practical Bayesian Algorithm Execution via Posterior Sampling2410.20596v1 · Chu Xin Cheng, Raul Astudillo, Thomas Desautels et al.2024 · 2 citationsarXiv
Cost-aware Bayesian Optimization via the Pandora's Box Gittins Index2406.20062v4 · Qian Xie, Raul Astudillo, Peter I. Frazier et al.2024 · 6 citationsAdvances in Neural Information Processing Systems, 2024
Preferential Multi-Objective Bayesian Optimization2406.14699v1 · Raul Astudillo, Kejun Li, Maegan Tucker et al.2024 · 0 citationsarXiv
Bayesian Optimization of Function Networks with Partial Evaluations2311.02146v2 · Poompol Buathong, Jiayue Wan, Raul Astudillo et al.2023 · 1 citationarXiv
qEUBO: A Decision-Theoretic Acquisition Function for Preferential Bayesian Optimization2303.15746v1 · Raul Astudillo, Zhiyuan Jerry Lin, Eytan Bakshy et al.2023 · 4 citationsarXiv
Multi-information source Bayesian optimization of culture media for cellular agriculture.35538846 · Cosenza, Zachary, Astudillo, Raul, Frazier, Peter I et al.2022 · 57 citationsBiotechnology and bioengineering. 2022;119(9):2447-2458
Preference Exploration for Efficient Bayesian Optimization with Multiple Outcomes2203.11382v1 · Zhiyuan Jerry Lin, Raul Astudillo, Peter I. Frazier et al.2022 · 6 citationsAISTATS 2022
Thinking inside the box: A tutorial on grey-box Bayesian optimization2201.00272v1 · Raul Astudillo, Peter I. Frazier2022 · 37 citationsarXiv
Bayesian Optimization of Function Networks2112.15311v1 · Raul Astudillo, Peter I. Frazier2021 · 12 citationsarXiv
Multi-Step Budgeted Bayesian Optimization with Unknown Evaluation Costs2111.06537v1 · Raul Astudillo, Daniel R. Jiang, Maximilian Balandat et al.2021 · 5 citationsarXiv
Bayesian Optimization of Risk Measures2007.05554v3 · Sait Cakmak, Raul Astudillo, Peter Frazier et al.2020 · 18 citationsarXiv
Multi-Attribute Bayesian Optimization With Interactive Preference Learning1911.05934v2 · Raul Astudillo, Peter I. Frazier2019 · 15 citationsarXiv
Bayesian Optimization of Composite Functions1906.01537v1 · Raul Astudillo, Peter I. Frazier2019 · 35 citationsIn Proceedings of the 36th International Conference on Machine Learning, PMLR 97:354-363, 2019
Career total: 24 works. 19 are in this corpus.
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