Max-value Entropy Search for Multi-Objective Bayesian Optimization with
Constraints

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Max-value Entropy Search for Multi-Objective Bayesian Optimization with Constraints

1 September 2020

Syrine Belakaria

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Papers citing "Max-value Entropy Search for Multi-Objective Bayesian Optimization with Constraints"

18 / 18 papers shown

Title
BOFormer: Learning to Solve Multi-Objective Bayesian Optimization via Non-Markovian RL Yu-Heng Hung Kai-Jie Lin Yu-Heng Lin Chien-Yi Wang Cheng Sun Ping-Chun Hsieh 62 1 0 28 May 2025
Information-theoretic Bayesian Optimization: Survey and Tutorial Eduardo C. Garrido-Merchán 150 1 0 22 Jan 2025
Hyperparameter Importance Analysis for Multi-Objective AutoML Daphne Theodorakopoulos Frederic Stahl Marius Lindauer 121 3 0 03 Jan 2025
Multi-objective optimisation via the R2 utilities Ben Tu N. Kantas Robert M. Lee B. Shafei 415 3 0 19 May 2023
Uncertainty-Aware Search Framework for Multi-Objective Bayesian Optimization Syrine Belakaria Aryan Deshwal Nitthilan Kanappan Jayakodi J. Doppa 71 83 0 12 Apr 2022
Optimizing Discrete Spaces via Expensive Evaluations: A Learning to Search Framework Aryan Deshwal Syrine Belakaria J. Doppa Alan Fern 62 22 0 14 Dec 2020
Improved Max-value Entropy Search for Multi-objective Bayesian Optimization with Constraints Daniel Fernández-Sánchez Eduardo C. Garrido-Merchán Daniel Hernández-Lobato 52 31 0 02 Nov 2020
Scalable Combinatorial Bayesian Optimization with Tractable Statistical models Aryan Deshwal Syrine Belakaria J. Doppa 50 13 0 18 Aug 2020
Bayesian Optimization of Combinatorial Structures Ricardo Baptista Matthias Poloczek 85 137 0 22 Jun 2018
Max-value Entropy Search for Efficient Bayesian Optimization Zi Wang Stefanie Jegelka 169 412 0 06 Mar 2017
Predictive Entropy Search for Multi-objective Bayesian Optimization with Constraints Daniel Hernández-Lobato Daniel Hernández-Lobato 74 112 0 05 Sep 2016
Predictive Entropy Search for Multi-objective Bayesian Optimization Daniel Hernández-Lobato José Miguel Hernández-Lobato Amar Shah Ryan P. Adams 151 190 0 17 Nov 2015
Optimization as Estimation with Gaussian Processes in Bandit Settings Zi Wang Bolei Zhou Stefanie Jegelka GP 70 78 0 21 Oct 2015
A Bayesian approach to constrained single- and multi-objective optimization Paul Feliot Julien Bect E. Vázquez 59 151 0 02 Oct 2015
Predictive Entropy Search for Efficient Global Optimization of Black-box Functions José Miguel Hernández-Lobato Matthew W. Hoffman Zoubin Ghahramani 107 648 0 10 Jun 2014
Practical Bayesian Optimization of Machine Learning Algorithms Jasper Snoek Hugo Larochelle Ryan P. Adams 379 7,965 0 13 Jun 2012
Entropy Search for Information-Efficient Global Optimization Philipp Hennig Christian J. Schuler 128 673 0 06 Dec 2011
Gaussian Process Optimization in the Bandit Setting: No Regret and Experimental Design Niranjan Srinivas Andreas Krause Sham Kakade Matthias Seeger 173 1,625 0 21 Dec 2009

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