conftrace_

acquisition function

129 papers

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Also known as

AF

Co-occurring keywords

bayesian optimization (624) gaussian process (1200) active learning (1301) expected improvement (30) multi-objective optimization (364) surrogate model (181) hyperparameter optimization (406) black-box optimization (183) entropy search (18) regret bound (1926)

Papers

Randomised Gaussian Process Upper Confidence Bound for Bayesian Optimisation IJCAI 2020
Differentiable Expected Hypervolume Improvement for Parallel Multi-Objective Bayesian Optimization NIPS 2020
Adaptive and Safe Bayesian Optimization in High Dimensions via One-Dimensional Subspaces ICML 2019
Max-value Entropy Search for Multi-Objective Bayesian Optimization NIPS 2019
Deep Active Learning with Adaptive Acquisition IJCAI 2019
Practical Two-Step Lookahead Bayesian Optimization NIPS 2019
Multi-objective Bayesian optimisation with preferences over objectives NIPS 2019
Bayesian Optimization with Binary Auxiliary Information UAI 2019
Fully Distributed Bayesian Optimization with Stochastic Policies IJCAI 2019
Efficient Bayesian Optimization for Target Vector Estimation AISTATS 2019
Batch Bayesian Optimization via Multi-objective Acquisition Ensemble for Automated Analog Circuit Design ICML 2018
Bayesian Optimization of Combinatorial Structures ICML 2018
Maximizing acquisition functions for Bayesian optimization NIPS 2018
Optimization, fast and slow: optimally switching between local and Bayesian optimization ICML 2018
High Dimensional Bayesian Optimization using Dropout IJCAI 2017
Deep Bayesian Active Learning with Image Data ICML 2017
High Dimensional Bayesian Optimization with Elastic Gaussian Process ICML 2017
Multi-Information Source Optimization NIPS 2017
Bayesian Optimization with Tree-structured Dependencies ICML 2017
Bayesian Optimization with Gradients NIPS 2017
Regret for Expected Improvement over the Best-Observed Value and Stopping Condition ACML 2017
Batch Bayesian Optimization via Local Penalization AISTATS 2016
Predictive Entropy Search for Multi-objective Bayesian Optimization ICML 2016
Minimum Regret Search for Single- and Multi-Task Optimization ICML 2016
A General Framework for Constrained Bayesian Optimization using Information-based Search JMLR 2016