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

1 September 2020

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

21 / 71 papers shown

Title
Parallel Bayesian Optimization of Multiple Noisy Objectives with Expected Hypervolume Improvement Sam Daulton Maximilian Balandat E. Bakshy 25 151 0 17 May 2021
SETGAN: Scale and Energy Trade-off GANs for Image Applications on Mobile Platforms Nitthilan Kanappan Jayakodi J. Doppa P. Pande GAN 28 4 0 23 Mar 2021
Sequential- and Parallel- Constrained Max-value Entropy Search via Information Lower Bound Shion Takeno T. Tamura Kazuki Shitara Masayuki Karasuyama 37 17 0 19 Feb 2021
Using Distance Correlation for Efficient Bayesian Optimization T. Kanazawa 44 3 0 17 Feb 2021
GIBBON: General-purpose Information-Based Bayesian OptimisatioN Henry B. Moss David S. Leslie Javier I. González Paul Rayson 26 43 0 05 Feb 2021
A New Knowledge Gradient-based Method for Constrained Bayesian Optimization Wen-Jing Chen Shengcai Liu Ke Tang 17 7 0 20 Jan 2021
An Information-Theoretic Framework for Unifying Active Learning Problems Q. Nguyen Bryan Kian Hsiang Low Patrick Jaillet 15 17 0 19 Dec 2020
Mercer Features for Efficient Combinatorial Bayesian Optimization Aryan Deshwal Syrine Belakaria J. Doppa 21 32 0 14 Dec 2020
Optimizing Discrete Spaces via Expensive Evaluations: A Learning to Search Framework Aryan Deshwal Syrine Belakaria J. Doppa Alan Fern 22 22 0 14 Dec 2020
An Artificial Consciousness Model and its relations with Philosophy of Mind E.C. Garrido-Merchán M. Molina Francisco M. Mendoza 23 3 0 30 Nov 2020
Improved Max-value Entropy Search for Multi-objective Bayesian Optimization with Constraints Daniel Fernández-Sánchez Eduardo C. Garrido-Merchán Daniel Hernández-Lobato 17 31 0 02 Nov 2020
Multi-Fidelity Multi-Objective Bayesian Optimization: An Output Space Entropy Search Approach Syrine Belakaria Aryan Deshwal J. Doppa 6 41 0 02 Nov 2020
Information-Theoretic Multi-Objective Bayesian Optimization with Continuous Approximations Syrine Belakaria Aryan Deshwal J. Doppa 20 7 0 12 Sep 2020
No-regret Algorithms for Multi-task Bayesian Optimization Sayak Ray Chowdhury Aditya Gopalan 11 15 0 20 Aug 2020
Scalable Combinatorial Bayesian Optimization with Tractable Statistical models Aryan Deshwal Syrine Belakaria J. Doppa 11 13 0 18 Aug 2020
Uncertainty aware Search Framework for Multi-Objective Bayesian Optimization with Constraints Syrine Belakaria Aryan Deshwal J. Doppa 16 6 0 16 Aug 2020
Differentiable Expected Hypervolume Improvement for Parallel Multi-Objective Bayesian Optimization Sam Daulton Maximilian Balandat E. Bakshy 11 235 0 09 Jun 2020
Practical Bayesian Optimization of Objectives with Conditioning Variables Michael Pearce Janis Klaise Matthew J. Groves 18 1 0 23 Feb 2020
FlexiBO: A Decoupled Cost-Aware Multi-Objective Optimization Approach for Deep Neural Networks Md Shahriar Iqbal Jianhai Su Lars Kotthoff Pooyan Jamshidi 15 3 0 18 Jan 2020
Multi-objective Bayesian Optimization using Pareto-frontier Entropy Shinya Suzuki Shion Takeno T. Tamura Kazuki Shitara Masayuki Karasuyama 17 73 0 01 Jun 2019
Max-value Entropy Search for Efficient Bayesian Optimization Zi Wang Stefanie Jegelka 110 403 0 06 Mar 2017