{"total":50,"rows":[{"id":"2206.03301","title":"Recent Advances in Bayesian Optimization","created":"2022-06-07","cited_by_count":76,"area":null},{"id":"2106.00421","title":"OpenBox: A Generalized Black-box Optimization Service","created":"2021-06-01","cited_by_count":46,"area":null},{"id":"2111.01186","title":"Combining Latent Space and Structured Kernels for Bayesian Optimization over Combinatorial Spaces","created":"2021-11-01","cited_by_count":45,"area":null},{"id":"2210.02905","title":"Joint Entropy Search for Multi-objective Bayesian Optimization","created":"2022-10-06","cited_by_count":45,"area":null},{"id":"2106.11899","title":"Local policy search with Bayesian optimization","created":"2021-06-22","cited_by_count":38,"area":null},{"id":"2210.10953","title":"Discovering Many Diverse Solutions with Bayesian Optimization","created":"2022-10-20","cited_by_count":31,"area":null},{"id":"2105.13281","title":"GoSafe: Globally Optimal Safe Robot Learning","created":"2021-05-27","cited_by_count":27,"area":null},{"id":"2102.09788","title":"Sequential- and Parallel- Constrained Max-value Entropy Search via Information Lower Bound","created":"2021-02-19","cited_by_count":23,"area":null},{"id":"2106.12639","title":"Multi-objective Asynchronous Successive Halving","created":"2021-06-23","cited_by_count":23,"area":null},{"id":"2203.15589","title":"On Kernelized Multi-Armed Bandits with Constraints","created":"2022-03-29","cited_by_count":23,"area":null},{"id":"2201.09562","title":"GoSafeOpt: Scalable Safe Exploration for Global Optimization of Dynamical Systems","created":"2022-01-24","cited_by_count":17,"area":null},{"id":"2201.10035","title":"Maximizing information from chemical engineering data sets: Applications to machine learning","created":"2022-01-25","cited_by_count":17,"area":null},{"id":"2201.12570","title":"AntBO: Towards Real-World Automated Antibody Design with Combinatorial Bayesian Optimisation","created":"2022-01-29","cited_by_count":16,"area":null},{"id":"2303.08485","title":"Can Fairness be Automated? Guidelines and Opportunities for Fairness-aware AutoML","created":"2023-03-15","cited_by_count":16,"area":null},{"id":"2306.00344","title":"BOtied: Multi-objective Bayesian optimization with tied multivariate ranks","created":"2023-06-01","cited_by_count":15,"area":null},{"id":"2403.12948","title":"On Safety in Safe Bayesian Optimization","created":"2024-03-19","cited_by_count":15,"area":null},{"id":"2206.05255","title":"Interactively Learning Preference Constraints in Linear Bandits","created":"2022-06-10","cited_by_count":11,"area":null},{"id":"2306.17815","title":"Bayesian Optimization with Formal Safety Guarantees via Online Conformal Prediction","created":"2023-06-30","cited_by_count":10,"area":null},{"id":"2311.02146","title":"Bayesian Optimization of Function Networks with Partial Evaluations","created":"2023-11-03","cited_by_count":10,"area":null},{"id":"2505.21034","title":"LLaMEA-BO: A Large Language Model Evolutionary Algorithm for Automatically Generating Bayesian Optimization Algorithms","created":"2025-05-27","cited_by_count":10,"area":null},{"id":"2105.13245","title":"Bayesian Optimisation for Constrained Problems","created":"2021-05-27","cited_by_count":9,"area":null},{"id":"2304.13339","title":"OpenBox: A Python Toolkit for Generalized Black-box Optimization","created":"2023-04-26","cited_by_count":9,"area":null},{"id":"2306.07092","title":"Tuning Legged Locomotion Controllers via Safe Bayesian Optimization","created":"2023-06-12","cited_by_count":9,"area":null},{"id":"2210.04096","title":"PropertyDAG: Multi-objective Bayesian optimization of partially ordered, mixed-variable properties for biological sequence design","created":"2022-10-08","cited_by_count":8,"area":null},{"id":"2203.13968","title":"Tuning Particle Accelerators with Safety Constraints using Bayesian Optimization","created":"2022-03-26","cited_by_count":7,"area":null},{"id":"2306.05843","title":"Adaptive Batch Sizes for Active Learning A Probabilistic Numerics Approach","created":"2023-06-09","cited_by_count":6,"area":null},{"id":"2111.13415","title":"ESCADA: Efficient Safety and Context Aware Dose Allocation for Precision Medicine","created":"2021-11-26","cited_by_count":5,"area":null},{"id":"2201.13112","title":"Bayesian Optimization for Distributionally Robust Chance-constrained Problem","created":"2022-01-31","cited_by_count":5,"area":null},{"id":"2302.01310","title":"Knowledge Gradient for Multi-Objective Bayesian Optimization with Decoupled Evaluations","created":"2023-02-02","cited_by_count":5,"area":null},{"id":"2507.00480","title":"Posterior Inference in Latent Space for Scalable Constrained Black-box Optimization","created":"2025-07-01","cited_by_count":5,"area":null},{"id":"2412.20350","title":"Safe Bayesian Optimization for the Control of High-Dimensional Embodied Systems","created":"2024-12-29","cited_by_count":4,"area":null},{"id":"2506.14619","title":"Feasibility-Driven Trust Region Bayesian Optimization","created":"2025-06-17","cited_by_count":4,"area":null},{"id":"2212.04183","title":"Mind the Gap: Measuring Generalization Performance Across Multiple Objectives","created":"2022-12-08","cited_by_count":3,"area":null},{"id":"2404.12219","title":"A Quadrature Approach for General-Purpose Batch Bayesian Optimization via Probabilistic Lifting","created":"2024-04-18","cited_by_count":3,"area":null},{"id":"2502.02121","title":"BILBO: BILevel Bayesian Optimization","created":"2025-02-04","cited_by_count":3,"area":null},{"id":"2101.08743","title":"A New Knowledge Gradient-based Method for Constrained Bayesian Optimization","created":"2021-01-20","cited_by_count":2,"area":null},{"id":"2112.08250","title":"Predicting the utility of search spaces for black-box optimization: a simple, budget-aware approach","created":"2021-12-15","cited_by_count":2,"area":null},{"id":"2505.08026","title":"Safety and optimality in learning-based control at low computational cost","created":"2025-05-12","cited_by_count":2,"area":null},{"id":"2104.01747","title":"Fast Design Space Exploration of Nonlinear Systems: Part I","created":"2021-04-05","cited_by_count":1,"area":null},{"id":"2305.18089","title":"Inverse Protein Folding Using Deep Bayesian Optimization","created":"2023-05-25","cited_by_count":1,"area":null},{"id":"2312.08891","title":"High-Dimensional Bayesian Optimisation with Large-Scale Constraints -- An Application to Aeroelastic Tailoring","created":"2023-12-14","cited_by_count":1,"area":null},{"id":"2402.14402","title":"Global Safe Sequential Learning via Efficient Knowledge Transfer","created":"2024-02-22","cited_by_count":1,"area":null},{"id":"2506.03062","title":"Multi-Metric Adaptive Experimental Design Under a Fixed Budget with Validation","created":"2025-06-03","cited_by_count":1,"area":null},{"id":"2511.09808","title":"Constrained Best Arm Identification with Tests for Feasibility","created":"2025-11-12","cited_by_count":1,"area":null},{"id":"2106.06092","title":"Collaborative Multidisciplinary Design Optimization with Neural Networks","created":"2021-06-11","cited_by_count":0,"area":null},{"id":"2112.08760","title":"Constrained multi-objective optimization of process design parameters in settings with scarce data: an application to adhesive bonding","created":"2021-12-16","cited_by_count":0,"area":null},{"id":"2407.05788","title":"Automated Computational Energy Minimization of ML Algorithms using Constrained Bayesian Optimization","created":"2024-07-08","cited_by_count":0,"area":null},{"id":"2604.25073","title":"Feasible-First Exploration for Constrained ML Deployment Optimization in Crash-Prone Hierarchical Search Spaces","created":"2026-04-27","cited_by_count":0,"area":null},{"id":"2607.00865","title":"Constrained Bayesian Optimisation with Multiple Information Sources","created":"2026-07-01","cited_by_count":0,"area":null},{"id":"2609.29941","title":"MF-SCBO : Multi-fidelity Scalable Constrained Bayesian Optimization","created":"2026-09-24","cited_by_count":0,"area":null}],"next_cursor":null}