Joint Entropy Search for Multi-objective Bayesian Optimization

6 October 2022

Axel Gandy

Papers citing "Joint Entropy Search for Multi-objective Bayesian Optimization"

27 / 27 papers shown

Title
Pareto-frontier Entropy Search with Variational Lower Bound Maximization Masanori Ishikura Masayuki Karasuyama 63 0 0 31 Jan 2025
Information-theoretic Bayesian Optimization: Survey and Tutorial Eduardo C. Garrido-Merchán 67 0 0 22 Jan 2025
Gradient-Based Multi-Objective Deep Learning: Algorithms, Theories, Applications, and Beyond Weiyu Chen Xiaoyuan Zhang Baijiong Lin Xi Lin Han Zhao Qingfu Zhang James T. Kwok 75 2 0 19 Jan 2025
Unexpected Improvements to Expected Improvement for Bayesian Optimization Sebastian Ament Sam Daulton David Eriksson Maximilian Balandat E. Bakshy 54 69 0 08 Jan 2025
Vector Optimization with Gaussian Process Bandits İlter Onat Korkmaz Yaşar Cahit Yıldırım Çağın Ararat Cem Tekin 76 0 0 03 Dec 2024
Alpha Entropy Search for New Information-based Bayesian Optimization Daniel Fernández-Sánchez Eduardo C. Garrido-Merchán Daniel Hernández-Lobato 72 1 0 25 Nov 2024
Optimizing Posterior Samples for Bayesian Optimization via Rootfinding Taiwo A. Adebiyi Bach Do Ruda Zhang 114 2 0 29 Oct 2024
Training Greedy Policy for Proposal Batch Selection in Expensive Multi-Objective Combinatorial Optimization Deokjae Lee Hyun Oh Song Kyunghyun Cho OffRL 45 0 0 21 Jun 2024
Scalarisation-based risk concepts for robust multi-objective optimisation Ben Tu N. Kantas Robert M. Lee B. Shafei 30 1 0 16 May 2024
Variational Entropy Search for Adjusting Expected Improvement Nuojin Cheng Stephen Becker 23 1 0 17 Feb 2024
Transition Constrained Bayesian Optimization via Markov Decision Processes Jose Pablo Folch Calvin Tsay Robert M. Lee B. Shafei Weronika Ormaniec Andreas Krause Mark van der Wilk Ruth Misener Mojmír Mutný 54 3 0 13 Feb 2024
Practical Path-based Bayesian Optimization Jose Pablo Folch J. Odgers Shiqiang Zhang Robert M. Lee B. Shafei David Walz Calvin Tsay Mark van der Wilk Ruth Misener 44 2 0 01 Dec 2023
A General Framework for User-Guided Bayesian Optimization Carl Hvarfner Frank Hutter Luigi Nardi GP 47 11 0 24 Nov 2023
Multi-Objective Optimization via Wasserstein-Fisher-Rao Gradient Flow Yinuo Ren Tesi Xiao Tanmay Gangwani A. Rangi Holakou Rahmanian Lexing Ying Subhajit Sanyal 30 2 0 22 Nov 2023
qPOTS: Efficient batch multiobjective Bayesian optimization via Pareto optimal Thompson sampling Ashwin Renganathan 25 3 0 24 Oct 2023
Bayesian Optimisation Against Climate Change: Applications and Benchmarks Sigrid Passano Hellan Christopher G. Lucas Nigel H. Goddard 34 1 0 07 Jun 2023
BOtied: Multi-objective Bayesian optimization with tied multivariate ranks Ji Won Park Natavsa Tagasovska Michael R. Maser Stephen Ra Kyunghyun Cho 24 6 0 01 Jun 2023
Multi-objective optimisation via the R2 utilities Ben Tu N. Kantas Robert M. Lee B. Shafei 140 3 0 19 May 2023
Self-Correcting Bayesian Optimization through Bayesian Active Learning Carl Hvarfner E. Hellsten Frank Hutter Luigi Nardi GP 43 15 0 21 Apr 2023
Gaussian Max-Value Entropy Search for Multi-Agent Bayesian Optimization Haitong Ma Tianpeng Zhang Yixuan Wu Flavio du Pin Calmon Na Li 24 10 0 10 Mar 2023
Combining Multi-Fidelity Modelling and Asynchronous Batch Bayesian Optimization Jose Pablo Folch Robert M. Lee B. Shafei David Walz Calvin Tsay Mark van der Wilk Ruth Misener 36 23 0 11 Nov 2022
Joint Entropy Search for Maximally-Informed Bayesian Optimization Carl Hvarfner Frank Hutter Luigi Nardi 38 36 0 09 Jun 2022
Probability Distribution of Hypervolume Improvement in Bi-objective Bayesian Optimization Hao Wang Kaifeng Yang M. Affenzeller 13 2 0 11 May 2022
Leveraging Trust for Joint Multi-Objective and Multi-Fidelity Optimization F. Irshad S. Karsch Andreas Döpp 37 7 0 27 Dec 2021
Output Space Entropy Search Framework for Multi-Objective Bayesian Optimization Syrine Belakaria Aryan Deshwal J. Doppa 18 16 0 13 Oct 2021
Max-value Entropy Search for Efficient Bayesian Optimization Zi Wang Stefanie Jegelka 110 403 0 06 Mar 2017
Determinantal point processes for machine learning Alex Kulesza B. Taskar 162 1,123 0 25 Jul 2012