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Bayesian Optimization

100 papers

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Papers

Information-Theoretic Safe Exploration with Gaussian Processes NIPS 2022
SnAKe: Bayesian Optimization with Pathwise Exploration NIPS 2022
Triangulation candidates for Bayesian optimization NIPS 2022
Bandit Theory and Thompson Sampling-Guided Directed Evolution for Sequence Optimization NIPS 2022
Bayesian Optimization over Permutation Spaces AAAI 2022
Fourier Representations for Black-Box Optimization over Categorical Variables AAAI 2022
Combinatorial Bayesian optimization with random mapping functions to convex polytopes UAI 2022
Bayesian Optimization with High-Dimensional Outputs NIPS 2021
Optimal Order Simple Regret for Gaussian Process Bandits NIPS 2021
Cost-aware Graph Generation: A Deep Bayesian Optimization Approach AAAI 2021
Mercer Features for Efficient Combinatorial Bayesian Optimization AAAI 2021
High-Dimensional Bayesian Optimization via Tree-Structured Additive Models AAAI 2021
BANANAS: Bayesian Optimization with Neural Architectures for Neural Architecture Search AAAI 2021
Text AutoAugment: Learning Compositional Augmentation Policy for Text Classification EMNLP 2021
Adaptive Experimental Design for Optimizing Combinatorial Structures IJCAI 2021
Finite-Time Analysis of Round-Robin Kullback-Leibler Upper Confidence Bounds for Optimal Adaptive Allocation with Multiple Plays and Markovian Rewards NIPS 2020
Multi-Fidelity Bayesian Optimization via Deep Neural Networks NIPS 2020
Black-Box Optimization with Local Generative Surrogates NIPS 2020
BOSS: Bayesian Optimization over String Spaces NIPS 2020
Efficient Nonmyopic Bayesian Optimization via One-Shot Multi-Step Trees NIPS 2020
Trading Convergence Rate with Computational Budget in High Dimensional Bayesian Optimization AAAI 2020
Bayesian Optimization for Categorical and Category-Specific Continuous Inputs AAAI 2020
ODIN: ODE-Informed Regression for Parameter and State Inference in Time-Continuous Dynamical Systems AAAI 2020
Experimental Design for Optimization of Orthogonal Projection Pursuit Models AAAI 2020
Bayesian Optimisation for Premise Selection in Automated Theorem Proving (Student Abstract) AAAI 2020