Bayesian Optimization

Preference-Aware Constrained Multi-Objective Bayesian Optimization (Student Abstract) AAAI 2024 Relaxing the Additivity Constraints in Decentralized No-Regret High-Dimensional Bayesian Optimization ICLR 2024 Robust Entropy Search for Safe Efficient Bayesian Optimization UAI 2024 Safe Time-Varying Optimization based on Gaussian Processes with Spatio-Temporal Kernel NeurIPS 2024 Sample-efficient Bayesian Optimisation Using Known Invariances NeurIPS 2024 Batch Bayesian Optimization For Replicable Experimental Design NeurIPS 2023 Code-Aware Cross-Program Transfer Hyperparameter Optimization AAAI 2023 Distributionally Robust Bayesian Optimization with φ-divergences NeurIPS 2023 High-Dimensional Dueling Optimization with Preference Embedding AAAI 2023 Mixed-Variable Black-Box Optimisation Using Value Proposal Trees AAAI 2023 ProxyBO: Accelerating Neural Architecture Search via Bayesian Optimization with Zero-Cost Proxies AAAI 2023 Quantum Bayesian Optimization NeurIPS 2023 Unsupervised Sampling Promoting for Stochastic Human Trajectory Prediction CVPR 2023 “Why Not Looking backward?” A Robust Two-Step Method to Automatically Terminate Bayesian Optimization NeurIPS 2023 Bandit Theory and Thompson Sampling-Guided Directed Evolution for Sequence Optimization NeurIPS 2022 Bayesian Optimization over Discrete and Mixed Spaces via Probabilistic Reparameterization NeurIPS 2022 Bayesian Optimization over Permutation Spaces AAAI 2022 Combinatorial Bayesian optimization with random mapping functions to convex polytopes UAI 2022 Fourier Representations for Black-Box Optimization over Categorical Variables AAAI 2022 Generalizing Bayesian Optimization with Decision-theoretic Entropies NeurIPS 2022 Increasing the Scope as You Learn: Adaptive Bayesian Optimization in Nested Subspaces NeurIPS 2022 Information-Theoretic Safe Exploration with Gaussian Processes NeurIPS 2022 Joint Entropy Search For Maximally-Informed Bayesian Optimization NeurIPS 2022 Joint Entropy Search for Multi-Objective Bayesian Optimization NeurIPS 2022 Local Bayesian optimization via maximizing probability of descent NeurIPS 2022