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bayesian optimization

624 papers

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Also known as

BO BAYESOPT

Co-occurring keywords

gaussian process (1200) acquisition function (129) hyperparameter optimization (406) regret bound (1926) black-box optimization (183) surrogate model (181) hyperparameter tuning (215) multi-objective optimization (364) thompson sampling (237) high-dimensional optimization (53)

Papers

On the Design of Black-Box Adversarial Examples by Leveraging Gradient-Free Optimization and Operator Splitting Method ICCV 2019
Thompson Sampling Guided Stochastic Searching on the Line for Deceptive Environments with Applications to Root-Finding Problems JMLR 2019
High Dimensional Bayesian Optimization via Supervised Dimension Reduction IJCAI 2019
Using Simulation to Improve Sample-Efficiency of Bayesian Optimization for Bipedal Robots JMLR 2019
No-Regret Bayesian Optimization with Unknown Hyperparameters JMLR 2019
A Framework for Bayesian Optimization in Embedded Subspaces ICML 2019
Bayesian Optimization under Heavy-tailed Payoffs NIPS 2019
Combinatorial Bayesian Optimization using the Graph Cartesian Product NIPS 2019
Hyperparameter Learning via Distributional Transfer NIPS 2019
Offline Contextual Bayesian Optimization NIPS 2019
Max-value Entropy Search for Multi-Objective Bayesian Optimization NIPS 2019
Adaptive and Safe Bayesian Optimization in High Dimensions via One-Dimensional Subspaces ICML 2019
Characterizing Bias in Classifiers using Generative Models NIPS 2019
Fully Distributed Bayesian Optimization with Stochastic Policies IJCAI 2019
Multi-objective Bayesian optimisation with preferences over objectives NIPS 2019
Safe Contextual Bayesian Optimization for Sustainable Room Temperature PID Control Tuning IJCAI 2019
Gaussian Process Optimization with Adaptive Sketching: Scalable and No Regret COLT 2019
Cost Effective Active Search NIPS 2019
Bayesian Optimization with Unknown Search Space NIPS 2019
ChamNet: Towards Efficient Network Design Through Platform-Aware Model Adaptation CVPR 2019
Bayesian Optimization with Binary Auxiliary Information UAI 2019
Practical Two-Step Lookahead Bayesian Optimization NIPS 2019
Safe Exploration for Interactive Machine Learning NIPS 2019
Scalable Global Optimization via Local Bayesian Optimization NIPS 2019
Bayesian Optimization of Composite Functions ICML 2019