| Scalable First-Order Bayesian Optimization via Structured Automatic Differentiation | Jun 16, 2022 | Bayesian Optimizationglobal-optimization | CodeCode Available | 1 |
| Multi-Objective Hyperparameter Optimization in Machine Learning -- An Overview | Jun 15, 2022 | Bayesian OptimizationBIG-bench Machine Learning | —Unverified | 0 |
| On Provably Robust Meta-Bayesian Optimization | Jun 14, 2022 | Bayesian OptimizationMeta-Learning | CodeCode Available | 0 |
| High-Dimensional Bayesian Optimization with Constraints: Application to Powder Weighing | Jun 13, 2022 | Bayesian OptimizationRepresentation Learning | —Unverified | 0 |
| Improving Accuracy of Interpretability Measures in Hyperparameter Optimization via Bayesian Algorithm Execution | Jun 11, 2022 | Bayesian OptimizationHyperparameter Optimization | CodeCode Available | 1 |
| Joint Entropy Search for Maximally-Informed Bayesian Optimization | Jun 9, 2022 | Bayesian OptimizationDecision Making | CodeCode Available | 0 |
| Recent Advances in Bayesian Optimization | Jun 7, 2022 | Bayesian OptimizationFairness | —Unverified | 0 |
| Relaxed Gaussian process interpolation: a goal-oriented approach to Bayesian optimization | Jun 7, 2022 | Bayesian Optimization | CodeCode Available | 0 |
| Automated Circuit Sizing with Multi-objective Optimization based on Differential Evolution and Bayesian Inference | Jun 6, 2022 | Bayesian InferenceBayesian Optimization | —Unverified | 0 |
| Transfer Learning based Search Space Design for Hyperparameter Tuning | Jun 6, 2022 | Bayesian OptimizationBIG-bench Machine Learning | —Unverified | 0 |
| Hybrid Parameter Search and Dynamic Model Selection for Mixed-Variable Bayesian Optimization | Jun 3, 2022 | Bayesian OptimizationGaussian Processes | CodeCode Available | 0 |
| Graph Machine Learning for Design of High-Octane Fuels | Jun 1, 2022 | Bayesian OptimizationBIG-bench Machine Learning | —Unverified | 0 |
| Features extraction and reduction techniques with optimized SVM for Persian/Arabic handwritten digits recognition | May 30, 2022 | Bayesian OptimizationComputational Efficiency | CodeCode Available | 0 |
| Joint Constrained Bayesian Optimization of Planning, Guidance, Control, and State Estimation of an Autonomous Underwater Vehicle | May 29, 2022 | Bayesian OptimizationState Estimation | —Unverified | 0 |
| Targeted Adaptive Design | May 27, 2022 | Bayesian OptimizationExperimental Design | —Unverified | 0 |
| Surrogate modeling for Bayesian optimization beyond a single Gaussian process | May 27, 2022 | Bayesian OptimizationDrug Discovery | —Unverified | 0 |
| Transfer learning driven design optimization for inertial confinement fusion | May 26, 2022 | Bayesian OptimizationTransfer Learning | —Unverified | 0 |
| Advanced Manufacturing Configuration by Sample-efficient Batch Bayesian Optimization | May 24, 2022 | Bayesian OptimizationBenchmarking | —Unverified | 0 |
| ODBO: Bayesian Optimization with Search Space Prescreening for Directed Protein Evolution | May 19, 2022 | Bayesian OptimizationExperimental Design | CodeCode Available | 0 |
| Fair and Green Hyperparameter Optimization via Multi-objective and Multiple Information Source Bayesian Optimization | May 18, 2022 | Bayesian OptimizationBIG-bench Machine Learning | —Unverified | 0 |
| Hyperparameter Optimization with Neural Network Pruning | May 18, 2022 | Bayesian OptimizationDeep Learning | —Unverified | 0 |
| A model aggregation approach for high-dimensional large-scale optimization | May 16, 2022 | Bayesian OptimizationFace Detection | —Unverified | 0 |
| Online Nonsubmodular Minimization with Delayed Costs: From Full Information to Bandit Feedback | May 15, 2022 | Bayesian Optimization | —Unverified | 0 |
| Hyper-parameter tuning of physics-informed neural networks: Application to Helmholtz problems | May 13, 2022 | Bayesian OptimizationGaussian Processes | CodeCode Available | 0 |
| Probability Distribution of Hypervolume Improvement in Bi-objective Bayesian Optimization | May 11, 2022 | Bayesian Optimization | —Unverified | 0 |