| Differentiable Compositional Kernel Learning for Gaussian Processes | Jun 12, 2018 | Bayesian OptimizationGaussian Processes | CodeCode Available | 1 |
| 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 |
| Policy Search in Continuous Action Domains: an Overview | Mar 13, 2018 | Bayesian OptimizationDeep Reinforcement Learning | —Unverified | 0 |
| Bayesian Optimization for Dynamic Problems | Mar 9, 2018 | Bayesian Optimization | —Unverified | 0 |
| Verifying Controllers Against Adversarial Examples with Bayesian Optimization | Feb 23, 2018 | Bayesian Optimizationreinforcement-learning | CodeCode Available | 0 |
| AutoPrognosis: Automated Clinical Prognostic Modeling via Bayesian Optimization with Structured Kernel Learning | Feb 20, 2018 | Bayesian OptimizationDiagnostic | CodeCode Available | 1 |
| High-Dimensional Bayesian Optimization via Additive Models with Overlapping Groups | Feb 20, 2018 | Additive modelsBayesian Optimization | CodeCode Available | 1 |
| High Dimensional Bayesian Optimization Using Dropout | Feb 15, 2018 | Bayesian Optimizationglobal-optimization | —Unverified | 0 |
| NeVAE: A Deep Generative Model for Molecular Graphs | Feb 14, 2018 | Bayesian OptimizationDecoder | CodeCode Available | 0 |
| Bayesian Optimization Using Monotonicity Information and Its Application in Machine Learning Hyperparameter | Feb 10, 2018 | Bayesian OptimizationBIG-bench Machine Learning | —Unverified | 0 |
| Practical Transfer Learning for Bayesian Optimization | Feb 6, 2018 | Bayesian OptimizationGaussian Processes | CodeCode Available | 0 |
