Gaussian Process Optimization with Mutual Information

19 November 2013

Papers citing "Gaussian Process Optimization with Mutual Information"

27 / 27 papers shown

Title
Distributed Multi-robot Source Seeking in Unknown Environments with Unknown Number of Sources Lingpeng Chen Siva Kailas Srujan Deolasee Wenhao Luo Katia P. Sycara Woojun Kim 51 0 0 14 Mar 2025
Efficient Parameter Tuning for a Structure-Based Virtual Screening HPC Application Bruno Guindani Davide Gadioli Roberto Rocco Danilo Ardagna G. Palermo 30 0 0 18 Oct 2024
Batched Stochastic Bandit for Nondegenerate Functions Yu Liu Yunlu Shu Tianyu Wang 52 0 0 09 May 2024
Information-Theoretic Safe Bayesian Optimization A. Bottero Carlos E. Luis Julia Vinogradska Felix Berkenkamp Jan Peters 37 1 0 23 Feb 2024
Constraint-Guided Online Data Selection for Scalable Data-Driven Safety Filters in Uncertain Robotic Systems Jason J. Choi F. Castañeda Wonsuhk Jung Bike Zhang Claire J. Tomlin Koushil Sreenath 37 3 0 23 Nov 2023
Collaborative and Distributed Bayesian Optimization via Consensus: Showcasing the Power of Collaboration for Optimal Design Xubo Yue Raed Al Kontar A. Berahas Yang Liu Blake N. Johnson 25 3 0 25 Jun 2023
Information-Theoretic Safe Exploration with Gaussian Processes A. Bottero Carlos E. Luis Julia Vinogradska Felix Berkenkamp Jan Peters 31 13 0 09 Dec 2022
End-to-End Learning of Deep Kernel Acquisition Functions for Bayesian Optimization Tomoharu Iwata BDL 11 4 0 01 Nov 2021
Pre-trained Gaussian processes for Bayesian optimization Zehao Wang George E. Dahl Kevin Swersky Chansoo Lee Zachary Nado Justin Gilmer Jasper Snoek Zoubin Ghahramani 65 40 0 16 Sep 2021
Harnessing Heterogeneity: Learning from Decomposed Feedback in Bayesian Modeling Kai Wang Bryan Wilder S. Suen B. Dilkina Milind Tambe 127 0 0 07 Jul 2021
Using Distance Correlation for Efficient Bayesian Optimization T. Kanazawa 44 3 0 17 Feb 2021
Simple and Scalable Parallelized Bayesian Optimization Masahiro Nomura 19 1 0 24 Jun 2020
Bayesian Quadrature Optimization for Probability Threshold Robustness Measure S. Iwazaki Yu Inatsu Ichiro Takeuchi TPM 26 11 0 22 Jun 2020
Time-varying Gaussian Process Bandit Optimization with Non-constant Evaluation Time Hideaki Imamura Nontawat Charoenphakdee Futoshi Futami Issei Sato Junya Honda Masashi Sugiyama 25 3 0 10 Mar 2020
Learning Arbitrary Quantities of Interest from Expensive Black-Box Functions through Bayesian Sequential Optimal Design Piyush Pandita Nimish Awalgaonkar Ilias Bilionis Jitesh H. Panchal 23 1 0 16 Dec 2019
A Simple Heuristic for Bayesian Optimization with A Low Budget Masahiro Nomura Kenshi Abe 26 1 0 18 Nov 2019
Statistical Learning and Estimation of Piano Fingering Eita Nakamura Yasuyuki Saito Kazuyoshi Yoshii 9 38 0 23 Apr 2019
Towards Practical Lipschitz Bandits Tianyu Wang Weicheng Ye Dawei Geng Cynthia Rudin 14 1 0 26 Jan 2019
Optimizing Photonic Nanostructures via Multi-fidelity Gaussian Processes Jialin Song Y. Tokpanov Yuxin Chen Dagny Fleischman Katherine T Fountaine H. Atwater Yisong Yue 17 8 0 15 Nov 2018
A General Framework for Multi-fidelity Bayesian Optimization with Gaussian Processes Jialin Song Yuxin Chen Yisong Yue 6 101 0 02 Nov 2018
Towards Bursting Filter Bubble via Contextual Risks and Uncertainties Rikiya Takahashi Shunan Zhang 11 1 0 30 Jun 2017
Efficient batch-sequential Bayesian optimization with moments of truncated Gaussian vectors Sébastien Marmin C. Chevalier D. Ginsbourger 23 13 0 09 Sep 2016
Hyperband: A Novel Bandit-Based Approach to Hyperparameter Optimization Lisha Li Kevin G. Jamieson Giulia DeSalvo Afshin Rostamizadeh Ameet Talwalkar 38 2,292 0 21 Mar 2016
Optimization for Gaussian Processes via Chaining E. Contal C. Malherbe Nicolas Vayatis 53 7 0 19 Oct 2015
Emulation of Higher-Order Tensors in Manifold Monte Carlo Methods for Bayesian Inverse Problems Shiwei Lan T. Bui-Thanh M. Christie Mark Girolami 39 56 0 22 Jul 2015
Sequential Design with Mutual Information for Computer Experiments (MICE): Emulation of a Tsunami Model Joakim Beck S. Guillas 25 95 0 01 Oct 2014
Learning to Optimize via Information-Directed Sampling Daniel Russo Benjamin Van Roy 29 276 0 21 Mar 2014