bayesian optimization

Human-in-the-Loop Optimization for Deep Stimulus Encoding in Visual Prostheses NeurIPS 2023 Hypervolume Knowledge Gradient: A Lookahead Approach for Multi-Objective Bayesian Optimization with Partial Information ICML 2023 Inducing Point Allocation for Sparse Gaussian Processes in High-Throughput Bayesian Optimisation AISTATS 2023 Learning Regions of Interest for Bayesian Optimization with Adaptive Level-Set Estimation ICML 2023 Memory-Based Dual Gaussian Processes for Sequential Learning ICML 2023 Meta-Learning for Simple Regret Minimization AAAI 2023 Mixed-Effect Thompson Sampling AISTATS 2023 Mixed-Variable Black-Box Optimisation Using Value Proposal Trees AAAI 2023 Multi-armed bandits for resource efficient, online optimization of language model pre-training: the use case of dynamic masking ACL 2023 Multi-Fidelity Bayesian Optimization with Unreliable Information Sources AISTATS 2023 Multi-objective optimization via equivariant deep hypervolume approximation ICLR 2023 Neural Latent Geometry Search: Product Manifold Inference via Gromov-Hausdorff-Informed Bayesian Optimization NeurIPS 2023 Nonmyopic Multiclass Active Search with Diminishing Returns for Diverse Discovery AISTATS 2023 No-regret Sample-efficient Bayesian Optimization for Finding Nash Equilibria with Unknown Utilities AISTATS 2023 On the role of model uncertainties in Bayesian optimisation UAI 2023 Overcoming Prior Misspecification in Online Learning to Rank AISTATS 2023 {PF}$^2$ES: Parallel Feasible Pareto Frontier Entropy Search for Multi-Objective Bayesian Optimization AISTATS 2023 PFNs4BO: In-Context Learning for Bayesian Optimization ICML 2023 Physics-Informed Bayesian Optimization of Variational Quantum Circuits NeurIPS 2023 Poisson Process for Bayesian Optimization AutoML 2023 PriorBand: Practical Hyperparameter Optimization in the Age of Deep Learning NeurIPS 2023 Protein Design with Guided Discrete Diffusion NeurIPS 2023 ProteinNPT: Improving Protein Property Prediction and Design with Non-Parametric Transformers NeurIPS 2023 ProxyBO: Accelerating Neural Architecture Search via Bayesian Optimization with Zero-Cost Proxies AAAI 2023 Quantum Bayesian Optimization NeurIPS 2023