| A survey on policy search algorithms for learning robot controllers in a handful of trials | Jul 6, 2018 | Bayesian OptimizationReinforcement Learning | —Unverified | 0 |
| Dynamic Control of Explore/Exploit Trade-Off In Bayesian Optimization | Jul 3, 2018 | Bayesian Optimization | —Unverified | 0 |
| AutoPrognosis: Automated Clinical Prognostic Modeling via Bayesian Optimization with Structured Kernel Learning | Jul 1, 2018 | Bayesian OptimizationDiagnostic | CodeCode Available | 0 |
| New Heuristics for Parallel and Scalable Bayesian Optimization | Jul 1, 2018 | Bayesian Optimizationglobal-optimization | CodeCode Available | 0 |
| Batch Bayesian Optimization via Multi-objective Acquisition Ensemble for Automated Analog Circuit Design | Jul 1, 2018 | Bayesian Optimization | CodeCode Available | 0 |
| Structured Variationally Auto-encoded Optimization | Jul 1, 2018 | Bayesian OptimizationTransfer Learning | —Unverified | 0 |
| Bayesian optimization of the PC algorithm for learning Gaussian Bayesian networks | Jun 28, 2018 | Bayesian Optimization | —Unverified | 0 |
| Auto-Keras: An Efficient Neural Architecture Search System | Jun 27, 2018 | AutoMLBayesian Optimization | CodeCode Available | 0 |
| Bayesian Optimization of Combinatorial Structures | Jun 22, 2018 | Bayesian OptimizationBIG-bench Machine Learning | CodeCode Available | 0 |
| Stagewise Safe Bayesian Optimization with Gaussian Processes | Jun 20, 2018 | Bayesian OptimizationDecision Making | —Unverified | 0 |
| BOCK : Bayesian Optimization with Cylindrical Kernels | Jun 5, 2018 | Bayesian Optimization | CodeCode Available | 0 |
| Efficient and Scalable Batch Bayesian Optimization Using K-Means | Jun 4, 2018 | Bayesian Optimizationcompressed sensing | —Unverified | 0 |
| Tight Regret Bounds for Bayesian Optimization in One Dimension | May 30, 2018 | Bayesian Optimization | —Unverified | 0 |
| A Flexible Framework for Multi-Objective Bayesian Optimization using Random Scalarizations | May 30, 2018 | Bayesian Optimization | —Unverified | 0 |
| Maximizing acquisition functions for Bayesian optimization | May 25, 2018 | Bayesian Optimizationglobal-optimization | CodeCode Available | 0 |
| Optimization, fast and slow: optimally switching between local and Bayesian optimization | May 22, 2018 | Bayesian Optimization | CodeCode Available | 0 |
| Neural Generative Models for Global Optimization with Gradients | May 22, 2018 | Bayesian OptimizationGaussian Processes | —Unverified | 0 |
| Accelerated Bayesian Optimization throughWeight-Prior Tuning | May 21, 2018 | Bayesian OptimisationBayesian Optimization | —Unverified | 0 |
| Independent Component Analysis via Energy-based and Kernel-based Mutual Dependence Measures | May 17, 2018 | Bayesian Optimizationglobal-optimization | —Unverified | 0 |
| Towards Autonomous Reinforcement Learning: Automatic Setting of Hyper-parameters using Bayesian Optimization | May 12, 2018 | Bayesian Optimizationreinforcement-learning | —Unverified | 0 |
| Dealing with Categorical and Integer-valued Variables in Bayesian Optimization with Gaussian Processes | May 9, 2018 | Bayesian OptimizationGaussian Processes | CodeCode Available | 0 |
| Graph Bayesian Optimization: Algorithms, Evaluations and Applications | May 3, 2018 | Bayesian Optimization | —Unverified | 0 |
| Semi-Supervised Learning with Declaratively Specified Entropy Constraints | Apr 24, 2018 | Bayesian OptimizationRelation Extraction | —Unverified | 0 |
| Efficient Model Identification for Tensegrity Locomotion | Apr 12, 2018 | Bayesian Optimizationmodel | —Unverified | 0 |
| Bayesian Optimization with Expensive Integrands | Mar 23, 2018 | Bayesian Optimization | CodeCode Available | 0 |