Preferential Batch Bayesian Optimization

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Preferential Batch Bayesian Optimization

25 March 2020

Akash Kumar Dhaka

Michael Riis Andersen

Javier I. González

Pablo G. Moreno

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Papers citing "Preferential Batch Bayesian Optimization"

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Title
PABBO: Preferential Amortized Black-Box Optimization Xinyu Zhang Daolang Huang Samuel Kaski Julien Martinelli 84 1 0 02 Mar 2025
Bayesian Optimization with Preference Exploration by Monotonic Neural Network Ensemble Hanyang Wang Juergen Branke Matthias Poloczek 219 0 0 30 Jan 2025
Preferential Multi-Objective Bayesian Optimization Raul Astudillo Kejun Li Maegan Tucker Chu Xin Cheng Aaron D. Ames Yisong Yue 75 2 0 20 Jun 2024
Heteroscedastic Preferential Bayesian Optimization with Informative Noise Distributions Marshal Arijona Sinaga Julien Martinelli Vikas Garg Samuel Kaski 51 1 0 23 May 2024
Poisson Process for Bayesian Optimization Xiaoxing Wang Jiaxing Li Chao Xue Wei Liu Weifeng Liu Xiaokang Yang Junchi Yan Dacheng Tao 51 1 0 05 Feb 2024
Direct Preference-Based Evolutionary Multi-Objective Optimization with Dueling Bandit Tian Huang Ke Li Ke Li 68 1 0 23 Nov 2023
Optimizing Algorithms From Pairwise User Preferences L. Keselman Katherine Shih M. Hebert Aaron Steinfeld 49 5 0 08 Aug 2023
qEUBO: A Decision-Theoretic Acquisition Function for Preferential Bayesian Optimization Raul Astudillo Zhiyuan Jerry Lin E. Bakshy P. Frazier 57 14 0 28 Mar 2023
The Impact of Expertise in the Loop for Exploring Machine Rationality Changkun Ou Sven Mayer A. Butz 71 5 0 11 Feb 2023
Towards Practical Preferential Bayesian Optimization with Skew Gaussian Processes Shion Takeno Masahiro Nomura Masayuki Karasuyama 88 19 0 03 Feb 2023
Learning Choice Functions with Gaussian Processes A. Benavoli Dario Azzimonti Dario Piga 56 5 0 01 Feb 2023
Efficient Utility Function Learning for Multi-Objective Parameter Optimization with Prior Knowledge F. Khan J. Dietrich Christian Wirth 19 1 0 22 Aug 2022
Preference Exploration for Efficient Bayesian Optimization with Multiple Outcomes Zhiyuan Jerry Lin Raul Astudillo P. Frazier E. Bakshy 75 38 0 21 Mar 2022
Efficient Exploration in Binary and Preferential Bayesian Optimization T. Fauvel M. Chalk 59 7 0 18 Oct 2021
Choice functions based multi-objective Bayesian optimisation A. Benavoli Dario Azzimonti Dario Piga 69 1 0 15 Oct 2021