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Bayesian Optimization

100 directly classified papers

Papers per year

Papers

Designing Cell-Type-Specific Promoter Sequences Using Conservative Model-Based Optimization NIPS 2024
Efficient Hyperparameter Optimization with Adaptive Fidelity Identification CVPR 2024
Preference-Aware Constrained Multi-Objective Bayesian Optimization (Student Abstract) AAAI 2024
Multiple-Source Localization from a Single-Snapshot Observation Using Graph Bayesian Optimization AAAI 2024
Batch Bayesian Optimization For Replicable Experimental Design NIPS 2023
“Why Not Looking backward?” A Robust Two-Step Method to Automatically Terminate Bayesian Optimization NIPS 2023
Mixed-Variable Black-Box Optimisation Using Value Proposal Trees AAAI 2023
High-Dimensional Dueling Optimization with Preference Embedding AAAI 2023
Code-Aware Cross-Program Transfer Hyperparameter Optimization AAAI 2023
Unsupervised Sampling Promoting for Stochastic Human Trajectory Prediction CVPR 2023
ProxyBO: Accelerating Neural Architecture Search via Bayesian Optimization with Zero-Cost Proxies AAAI 2023
Quantum Bayesian Optimization NIPS 2023
Distributionally Robust Bayesian Optimization with $\varphi$-divergences NIPS 2023
When Combinatorial Thompson Sampling meets Approximation Regret NIPS 2022
Combinatorial Bayesian optimization with random mapping functions to convex polytopes UAI 2022
Bayesian Optimization over Permutation Spaces AAAI 2022
Fourier Representations for Black-Box Optimization over Categorical Variables AAAI 2022
Joint Entropy Search for Multi-Objective Bayesian Optimization NIPS 2022
Joint Entropy Search For Maximally-Informed Bayesian Optimization NIPS 2022
Increasing the Scope as You Learn: Adaptive Bayesian Optimization in Nested Subspaces NIPS 2022
Minimax Optimal Fixed-Budget Best Arm Identification in Linear Bandits NIPS 2022
Monte Carlo Tree Descent for Black-Box Optimization NIPS 2022
Bayesian Optimization over Discrete and Mixed Spaces via Probabilistic Reparameterization NIPS 2022
Local Bayesian optimization via maximizing probability of descent NIPS 2022
Supervising the Multi-Fidelity Race of Hyperparameter Configurations NIPS 2022