Pareto Front-Diverse Batch Multi-Objective Bayesian Optimization

13 June 2024

Papers citing "Pareto Front-Diverse Batch Multi-Objective Bayesian Optimization"

10 / 10 papers shown

Title
Uncertainty-Aware Search Framework for Multi-Objective Bayesian Optimization Syrine Belakaria Aryan Deshwal Nitthilan Kanappan Jayakodi J. Doppa 57 83 0 12 Apr 2022
Multi-Objective Bayesian Optimization over High-Dimensional Search Spaces Sam Daulton David Eriksson Maximilian Balandat E. Bakshy 57 108 0 22 Sep 2021
Max-value Entropy Search for Multi-Objective Bayesian Optimization with Constraints Syrine Belakaria Aryan Deshwal J. Doppa 60 133 0 01 Sep 2020
Differentiable Expected Hypervolume Improvement for Parallel Multi-Objective Bayesian Optimization Sam Daulton Maximilian Balandat E. Bakshy 44 241 0 09 Jun 2020
Scalable Global Optimization via Local Bayesian Optimization Samyam Rajbhandari Michael Pearce Jacob R. Gardner Ryan D. Turner Matthias Poloczek 81 464 0 03 Oct 2019
Multi-objective Bayesian Optimization using Pareto-frontier Entropy Shinya Suzuki Shion Takeno T. Tamura Kazuki Shitara Masayuki Karasuyama 54 74 0 01 Jun 2019
Batched High-dimensional Bayesian Optimization via Structural Kernel Learning Zi Wang Chengtao Li Stefanie Jegelka Pushmeet Kohli 64 124 0 06 Mar 2017
Predictive Entropy Search for Efficient Global Optimization of Black-box Functions José Miguel Hernández-Lobato Matthew W. Hoffman Zoubin Ghahramani 96 647 0 10 Jun 2014
Determinantal point processes for machine learning Alex Kulesza B. Taskar 239 1,138 0 25 Jul 2012
Portfolio Allocation for Bayesian Optimization E. Brochu Matthew W. Hoffman Nando de Freitas 390 280 0 28 Sep 2010