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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

Kernel Functional Optimisation NIPS 2021
Scalable Thompson Sampling using Sparse Gaussian Process Models NIPS 2021
A Nonmyopic Approach to Cost-Constrained Bayesian Optimization UAI 2021
Trusted-maximizers entropy search for efficient Bayesian optimization UAI 2021
Bayesian optimization for modular black-box systems with switching costs UAI 2021
OCTIS: Comparing and Optimizing Topic models is Simple! EACL 2021
On Information Gain and Regret Bounds in Gaussian Process Bandits AISTATS 2021
Scalable Constrained Bayesian Optimization AISTATS 2021
Mean-Variance Analysis in Bayesian Optimization under Uncertainty AISTATS 2021
Latent Derivative Bayesian Last Layer Networks AISTATS 2021
Hyperparameter Transfer Learning with Adaptive Complexity AISTATS 2021
No-regret Algorithms for Multi-task Bayesian Optimization AISTATS 2021
Significance of Gradient Information in Bayesian Optimization AISTATS 2021
Bayesian Optimistic Optimisation with Exponentially Decaying Regret ICML 2021
Bayesian Optimization over Hybrid Spaces ICML 2021
Value-at-Risk Optimization with Gaussian Processes ICML 2021
Nonmyopic Multifidelity Acitve Search ICML 2021
Mercer Features for Efficient Combinatorial Bayesian Optimization AAAI 2021
High-Dimensional Bayesian Optimization via Tree-Structured Additive Models AAAI 2021
An Information-Theoretic Framework for Unifying Active Learning Problems AAAI 2021
Top-k Ranking Bayesian Optimization AAAI 2021
Adaptive Sampling for Estimating Distributions: A Bayesian Upper Confidence Bound Approach L4DC 2021
Bayesian Optimized Monte Carlo Planning AAAI 2021
Text AutoAugment: Learning Compositional Augmentation Policy for Text Classification EMNLP 2021
Meta-Learning Reliable Priors in the Function Space NIPS 2021