Constrained Bayesian Optimization with Noisy Experiments

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Constrained Bayesian Optimization with Noisy Experiments

21 June 2017

Benjamin Letham

Guilherme Ottoni

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Papers citing "Constrained Bayesian Optimization with Noisy Experiments"

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Title
Upper Trust Bound Feasibility Criterion for Mixed Constrained Bayesian Optimization with Application to Aircraft Design R. Priem N. Bartoli Y. Diouane A. Sgueglia 46 47 0 11 May 2020
aphBO-2GP-3B: A budgeted asynchronous parallel multi-acquisition functions for constrained Bayesian optimization on high-performing computing architecture Anh Tran J. Furlan T. Wildey S. McCann K. Pagalthivarthi R. Visintainer 75 9 0 20 Mar 2020
Scalable Constrained Bayesian Optimization David Eriksson Matthias Poloczek 95 102 0 20 Feb 2020
Re-Examining Linear Embeddings for High-Dimensional Bayesian Optimization Benjamin Letham Roberto Calandra Akshara Rai E. Bakshy 122 116 0 31 Jan 2020
Thompson Sampling for Contextual Bandit Problems with Auxiliary Safety Constraints Sam Daulton Shaun Singh Vashist Avadhanula Drew Dimmery E. Bakshy 71 13 0 02 Nov 2019
Dynamic Subgoal-based Exploration via Bayesian Optimization Yijia Wang Matthias Poloczek Daniel R. Jiang 78 3 0 21 Oct 2019
Achieving Robustness to Aleatoric Uncertainty with Heteroscedastic Bayesian Optimisation Ryan-Rhys Griffiths Alexander A. Aldrick Miguel García-Ortegón Vidhi R. Lalchand A. Lee 101 36 0 17 Oct 2019
Constrained Bayesian Optimization with Max-Value Entropy Search Valerio Perrone I. Shcherbatyi Rodolphe Jenatton Cédric Archambeau Matthias Seeger 75 42 0 15 Oct 2019
BoTorch: A Framework for Efficient Monte-Carlo Bayesian Optimization Maximilian Balandat Brian Karrer Daniel R. Jiang Sam Daulton Benjamin Letham A. Wilson E. Bakshy 75 93 0 14 Oct 2019
Bayesian Optimization for Iterative Learning Vu-Linh Nguyen Sebastian Schulze Michael A. Osborne BDL 112 33 0 20 Sep 2019
Knowing The What But Not The Where in Bayesian Optimization Vu Nguyen Michael A. Osborne 104 38 0 07 May 2019
Interpretability with Accurate Small Models Abhishek Ghose Balaraman Ravindran 110 1 0 04 May 2019
Bayesian Optimization for Policy Search via Online-Offline Experimentation Benjamin Letham E. Bakshy OffRL 97 56 0 01 Apr 2019
Doubly Bayesian Optimization Alexander Lavin 38 0 0 11 Dec 2018
Probabilistic Bisection with Spatial Metamodels Sergio Rodríguez M. Ludkovski 26 2 0 30 Jun 2018
Maximizing acquisition functions for Bayesian optimization James T. Wilson Frank Hutter M. Deisenroth 157 250 0 25 May 2018
Practical Transfer Learning for Bayesian Optimization Matthias Feurer Benjamin Letham Frank Hutter E. Bakshy 142 35 0 06 Feb 2018