| Gryffin: An algorithm for Bayesian optimization of categorical variables informed by expert knowledge | Mar 26, 2020 | Bayesian OptimizationDensity Estimation | —Unverified | 0 |
| Preferential Batch Bayesian Optimization | Mar 25, 2020 | Bayesian OptimizationBIG-bench Machine Learning | —Unverified | 0 |
| Model-based Asynchronous Hyperparameter and Neural Architecture Search | Mar 24, 2020 | AutoMLBayesian Optimization | CodeCode Available | 3 |
| Regret and Belief Complexity Trade-off in Gaussian Process Bandits via Information Thresholding | Mar 23, 2020 | Bayesian OptimizationDecision Making | —Unverified | 0 |
| Cost-aware Bayesian Optimization | Mar 22, 2020 | Bayesian Optimizationglobal-optimization | —Unverified | 0 |
| Towards Automatic Bayesian Optimization: A first step involving acquisition functions | Mar 21, 2020 | Bayesian OptimizationBIG-bench Machine Learning | —Unverified | 0 |
| aphBO-2GP-3B: A budgeted asynchronous parallel multi-acquisition functions for constrained Bayesian optimization on high-performing computing architecture | Mar 20, 2020 | Bayesian OptimizationGaussian Processes | —Unverified | 0 |
| Interpretable Personalization via Policy Learning with Linear Decision Boundaries | Mar 17, 2020 | Bayesian OptimizationBIG-bench Machine Learning | —Unverified | 0 |
| Time-varying Gaussian Process Bandit Optimization with Non-constant Evaluation Time | Mar 10, 2020 | Bayesian OptimizationRecommendation Systems | —Unverified | 0 |
| Modelling Human Active Search in Optimizing Black-box Functions | Mar 9, 2020 | Active LearningBayesian Optimization | —Unverified | 0 |
| Composition of kernel and acquisition functions for High Dimensional Bayesian Optimization | Mar 9, 2020 | Bayesian Optimizationglobal-optimization | —Unverified | 0 |
| Testing Scenario Library Generation for Connected and Automated Vehicles: An Adaptive Framework | Mar 8, 2020 | Bayesian Optimization | —Unverified | 0 |
| Bayesian optimization of variable-size design space problems | Mar 6, 2020 | Bayesian Optimization | —Unverified | 0 |
| Knot Selection in Sparse Gaussian Processes with a Variational Objective Function | Mar 5, 2020 | Bayesian OptimizationGaussian Processes | CodeCode Available | 0 |
| Data-efficient Domain Randomization with Bayesian Optimization | Mar 5, 2020 | Bayesian Optimization | —Unverified | 0 |
| Optimizing JPEG Quantization for Classification Networks | Mar 5, 2020 | Bayesian OptimizationClassification | —Unverified | 0 |
| On Hyper-parameter Tuning for Stochastic Optimization Algorithms | Mar 4, 2020 | Bayesian OptimizationEvolutionary Algorithms | —Unverified | 0 |
| Robust Policy Search for Robot Navigation | Mar 2, 2020 | Bayesian OptimizationRobot Navigation | —Unverified | 0 |
| Nano-Material Configuration Design with Deep Surrogate Langevin Dynamics | Feb 26, 2020 | Bayesian Optimization | —Unverified | 0 |
| Incorporating Expert Prior Knowledge into Experimental Design via Posterior Sampling | Feb 26, 2020 | Bayesian OptimizationExperimental Design | —Unverified | 0 |
| PHS: A Toolbox for Parallel Hyperparameter Search | Feb 26, 2020 | Bayesian OptimizationBIG-bench Machine Learning | CodeCode Available | 0 |
| Efficient Rollout Strategies for Bayesian Optimization | Feb 24, 2020 | Bayesian Optimizationglobal-optimization | CodeCode Available | 0 |
| Practical Bayesian Optimization of Objectives with Conditioning Variables | Feb 23, 2020 | Bayesian Optimizationglobal-optimization | —Unverified | 0 |
| Weighting Is Worth the Wait: Bayesian Optimization with Importance Sampling | Feb 23, 2020 | Bayesian Optimization | —Unverified | 0 |
| Nonmyopic Gaussian Process Optimization with Macro-Actions | Feb 22, 2020 | Bayesian Optimization | —Unverified | 0 |