Multi-Fidelity Multi-Objective Bayesian Optimization: An Output Space Entropy Search Approach

2 November 2020

Papers citing "Multi-Fidelity Multi-Objective Bayesian Optimization: An Output Space Entropy Search Approach"

19 / 19 papers shown

Title
Information-theoretic Bayesian Optimization: Survey and Tutorial Eduardo C. Garrido-Merchán 67 0 0 22 Jan 2025
A Trajectory-Based Bayesian Approach to Multi-Objective Hyperparameter Optimization with Epoch-Aware Trade-Offs Wenyu Wang Zheyi Fan Szu Hui Ng 33 0 0 24 May 2024
Towards Leveraging AutoML for Sustainable Deep Learning: A Multi-Objective HPO Approach on Deep Shift Neural Networks Leona Hennig Tanja Tornede Marius Lindauer AI4CE 37 3 0 02 Apr 2024
Datasets and Benchmarks for Nanophotonic Structure and Parametric Design Simulations Jungtaek Kim Mingxuan Li Oliver Hinder Paul W. Leu 24 1 0 29 Oct 2023
Preference-Aware Constrained Multi-Objective Bayesian Optimization Alaleh Ahmadianshalchi Syrine Belakaria J. Doppa 36 7 0 23 Mar 2023
Bi-level Multi-objective Evolutionary Learning: A Case Study on Multi-task Graph Neural Topology Search Chao Wang Licheng Jiao Jiaxuan Zhao Lingling Li Xu Liu F. Liu Shuyuan Yang 32 5 0 06 Feb 2023
Multi-Fidelity Cost-Aware Bayesian Optimization Zahra Zanjani Foumani Mehdi Shishehbor Amin Yousefpour Ramin Bostanabad 24 48 0 04 Nov 2022
Joint Entropy Search for Multi-objective Bayesian Optimization Ben Tu Axel Gandy N. Kantas B. Shafei 29 38 0 06 Oct 2022
Multipoint-BAX: A New Approach for Efficiently Tuning Particle Accelerator Emittance via Virtual Objectives Sara Ayoub Miskovich Willie Neiswanger W. Colocho C. Emma Jacqueline Garrahan T. Maxwell C. Mayes Stefano Ermon A. Edelen Daniel Ratner 24 3 0 10 Sep 2022
Multi-Objective Hyperparameter Optimization in Machine Learning -- An Overview Florian Karl Tobias Pielok Julia Moosbauer Florian Pfisterer Stefan Coors ... Jakob Richter Michel Lang Eduardo C. Garrido-Merchán Juergen Branke B. Bischl AI4CE 26 57 0 15 Jun 2022
Recent Advances in Bayesian Optimization Xilu Wang Yaochu Jin Sebastian Schmitt Markus Olhofer 40 200 0 07 Jun 2022
Fair and Green Hyperparameter Optimization via Multi-objective and Multiple Information Source Bayesian Optimization Antonio Candelieri Andrea Ponti Francesco Archetti 33 16 0 18 May 2022
Leveraging Trust for Joint Multi-Objective and Multi-Fidelity Optimization F. Irshad S. Karsch Andreas Döpp 40 7 0 27 Dec 2021
Output Space Entropy Search Framework for Multi-Objective Bayesian Optimization Syrine Belakaria Aryan Deshwal J. Doppa 26 16 0 13 Oct 2021
Multi-objective Asynchronous Successive Halving Robin Schmucker Michele Donini Muhammad Bilal Zafar David Salinas Cédric Archambeau 32 24 0 23 Jun 2021
Bayesian Optimization over Hybrid Spaces Aryan Deshwal Syrine Belakaria J. Doppa 31 34 0 08 Jun 2021
Mercer Features for Efficient Combinatorial Bayesian Optimization Aryan Deshwal Syrine Belakaria J. Doppa 21 32 0 14 Dec 2020
Information-Theoretic Multi-Objective Bayesian Optimization with Continuous Approximations Syrine Belakaria Aryan Deshwal J. Doppa 28 7 0 12 Sep 2020
Max-value Entropy Search for Efficient Bayesian Optimization Zi Wang Stefanie Jegelka 110 404 0 06 Mar 2017