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Bayesian Optimization

122 directly classified papers

Papers per year

Papers

SnAKe: Bayesian Optimization with Pathwise Exploration NIPS 2022
Structural Kernel Search via Bayesian Optimization and Symbolical Optimal Transport NIPS 2022
Multi-Step Budgeted Bayesian Optimization with Unknown Evaluation Costs NIPS 2021
Bayesian Optimization with High-Dimensional Outputs NIPS 2021
Information Directed Sampling for Sparse Linear Bandits NIPS 2021
Tuning Mixed Input Hyperparameters on the Fly for Efficient Population Based AutoRL NIPS 2021
Bayesian Optimization of Function Networks NIPS 2021
High-Dimensional Bayesian Optimization via Tree-Structured Additive Models AAAI 2021
Mercer Features for Efficient Combinatorial Bayesian Optimization AAAI 2021
Cost-aware Graph Generation: A Deep Bayesian Optimization Approach AAAI 2021
Collaborative Bayesian Optimization with Fair Regret ICML 2021
Adaptive Experimental Design for Optimizing Combinatorial Structures IJCAI 2021
Counterexample Guided RL Policy Refinement Using Bayesian Optimization NIPS 2021
Optimal Order Simple Regret for Gaussian Process Bandits NIPS 2021
Trading Convergence Rate with Computational Budget in High Dimensional Bayesian Optimization AAAI 2020
Multi-Fidelity Multi-Objective Bayesian Optimization: An Output Space Entropy Search Approach AAAI 2020
Bayesian Optimization for Categorical and Category-Specific Continuous Inputs AAAI 2020
Gaussian Process Bandit Optimization of the Thermodynamic Variational Objective NIPS 2020
Multi-Fidelity Bayesian Optimization via Deep Neural Networks NIPS 2020
Federated Bayesian Optimization via Thompson Sampling NIPS 2020
Differentiable Expected Hypervolume Improvement for Parallel Multi-Objective Bayesian Optimization NIPS 2020
BOSS: Bayesian Optimization over String Spaces NIPS 2020
Gradient-Based Optimization for Bayesian Preference Elicitation AAAI 2020
BOWL: Bayesian Optimization for Weight Learning in Probabilistic Soft Logic AAAI 2020
Uncertainty-Aware Search Framework for Multi-Objective Bayesian Optimization AAAI 2020