Bayesian Optimization

DABO: Difficulty-Aware Bayesian Optimization with Diffusion-Learned Priors CVPR 2026 Information Theoretic Bayesian Optimization over the Probability Simplex UAI 2026 Maximally Robust Satisficing Bayesian Optimization UAI 2026 Accelerating Multimodal Large Language Models by Searching Optimal Vision Token Reduction CVPR 2025 B2Opt: Learning to Optimize Black-box Optimization with Little Budget AAAI 2025 Bayesian Optimization for Unknown Cost-Varying Variable Subsets with No-Regret Costs AAAI 2025 Bayesian Optimization over Bounded Domains with the Beta Product Kernel UAI 2025 Bayesian Optimization with Inexact Acquisition: Is Random Grid Search Sufficient? UAI 2025 Black-box Optimization with Unknown Constraints via Overparameterized Deep Neural Networks UAI 2025 COM-BOM: Bayesian Exemplar Search for Efficiently Exploring the Accuracy-Calibration Pareto Frontier EMNLP 2025 Constrained Multi-objective Bayesian Optimization through Optimistic Constraints Estimation AISTATS 2025 Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design IJCAI 2025 De Novo Molecular and Crystal Design with Latent Space Bayesian Optimization AAAI 2025 Exploring Exploration in Bayesian Optimization UAI 2025 Finding Interior Optimum of Black-box Constrained Objective with Bayesian Optimization UAI 2025 High Dimensional Bayesian Optimization using Lasso Variable Selection AISTATS 2025 Integrating Inference and Experimental Design for Contextual Behavioral Model Learning AAAI 2025 Language-Based Bayesian Optimization Research Assistant (BORA) IJCAI 2025 Near-Optimal Algorithm for Non-Stationary Kernelized Bandits AISTATS 2025 No-Regret Bayesian Optimization with Stochastic Observation Failures AISTATS 2025 Optimistic Games for Combinatorial Bayesian Optimization with Application to Protein Design ICLR 2025 Optimizing Posterior Samples for Bayesian Optimization via Rootfinding ICLR 2025 RESuM: A Rare Event Surrogate Model for Physics Detector Design ICLR 2025 Robust Multi-fidelity Bayesian Optimization with Deep Kernel and Partition AISTATS 2025 Sample-aware Adaptive Structured Pruning for Large Language Models AAAI 2025