| 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 |
| Efficient Automated Deep Learning for Time Series Forecasting | May 11, 2022 | AutoMLBayesian Optimization | CodeCode Available | 4 |
| Adjusted Expected Improvement for Cumulative Regret Minimization in Noisy Bayesian Optimization | May 10, 2022 | Bayesian OptimizationThompson Sampling | —Unverified | 0 |
| Generative Evolutionary Strategy For Black-Box Optimizations | May 6, 2022 | Bayesian Optimization | —Unverified | 0 |
| An end-to-end neural network framework for SOH estimation and RUL prediction of lithium battery | May 1, 2022 | Bayesian Optimization | CodeCode Available | 0 |
| High Dimensional Bayesian Optimization with Kernel Principal Component Analysis | Apr 28, 2022 | Bayesian OptimizationCPU | —Unverified | 0 |
| Designing thermal radiation metamaterials via hybrid adversarial autoencoder and Bayesian optimization | Apr 26, 2022 | Bayesian Optimization | —Unverified | 0 |
| Forecasting foreign exchange rates with regression networks tuned by Bayesian optimization | Apr 26, 2022 | Bayesian Optimizationglobal-optimization | —Unverified | 0 |
| πBO: Augmenting Acquisition Functions with User Beliefs for Bayesian Optimization | Apr 23, 2022 | Bayesian OptimizationHyperparameter Optimization | CodeCode Available | 1 |
| STC-IDS: Spatial-Temporal Correlation Feature Analyzing based Intrusion Detection System for Intelligent Connected Vehicles | Apr 23, 2022 | Anomaly ClassificationBayesian Optimization | —Unverified | 0 |
| Investigating Positive and Negative Qualities of Human-in-the-Loop Optimization for Designing Interaction Techniques | Apr 15, 2022 | Bayesian Optimization | —Unverified | 0 |
| Twin-in-the-loop state estimation for vehicle dynamics control: theory and experiments | Apr 13, 2022 | Bayesian OptimizationState Estimation | —Unverified | 0 |
| Uncertainty-Aware Search Framework for Multi-Objective Bayesian Optimization | Apr 12, 2022 | Bayesian Optimization | CodeCode Available | 0 |
| \^2ES: Parallel Feasible Pareto Frontier Entropy Search for Multi-Objective Bayesian Optimization | Apr 11, 2022 | Bayesian Optimization | CodeCode Available | 0 |
| Deep-Ensemble-Based Uncertainty Quantification in Spatiotemporal Graph Neural Networks for Traffic Forecasting | Apr 4, 2022 | Bayesian OptimizationHyperparameter Optimization | —Unverified | 0 |
| INSPIRE: Distributed Bayesian Optimization for ImproviNg SPatIal REuse in Dense WLANs | Mar 30, 2022 | Bayesian OptimizationFairness | —Unverified | 0 |
| Bayesian optimization with known experimental and design constraints for chemistry applications | Mar 29, 2022 | Bayesian Optimizationscientific discovery | CodeCode Available | 1 |
| Auditing Privacy Defenses in Federated Learning via Generative Gradient Leakage | Mar 29, 2022 | Bayesian OptimizationFederated Learning | CodeCode Available | 1 |
| Tuning Particle Accelerators with Safety Constraints using Bayesian Optimization | Mar 26, 2022 | Bayesian Optimizationglobal-optimization | —Unverified | 0 |
| Compositional optimization of quantum circuits for quantum kernels of support vector machines | Mar 25, 2022 | Bayesian OptimizationBIG-bench Machine Learning | —Unverified | 0 |
| Multi-armed bandits for resource efficient, online optimization of language model pre-training: the use case of dynamic masking | Mar 24, 2022 | Bayesian OptimizationDecision Making | CodeCode Available | 0 |
| Accelerating Bayesian Optimization for Biological Sequence Design with Denoising Autoencoders | Mar 23, 2022 | Bayesian OptimizationDenoising | CodeCode Available | 1 |
| Dazzle: Using Optimized Generative Adversarial Networks to Address Security Data Class Imbalance Issue | Mar 22, 2022 | Bayesian Optimization | —Unverified | 0 |
| Preference Exploration for Efficient Bayesian Optimization with Multiple Outcomes | Mar 21, 2022 | Bayesian Optimization | CodeCode Available | 1 |
| Skill-based Multi-objective Reinforcement Learning of Industrial Robot Tasks with Planning and Knowledge Integration | Mar 18, 2022 | Bayesian OptimizationMulti-Objective Reinforcement Learning | CodeCode Available | 0 |
| Non-Elitist Selection Can Improve the Performance of Irace | Mar 17, 2022 | Bayesian OptimizationEvolutionary Algorithms | CodeCode Available | 0 |