| Constrained Bayesian Optimization with Noisy Experiments | Jun 21, 2017 | Bayesian Optimization | —Unverified | 0 |
| Dealing with Integer-valued Variables in Bayesian Optimization with Gaussian Processes | Jun 12, 2017 | Bayesian OptimizationGaussian Processes | CodeCode Available | 0 |
| Parallel and Distributed Thompson Sampling for Large-scale Accelerated Exploration of Chemical Space | Jun 6, 2017 | Bayesian OptimizationThompson Sampling | —Unverified | 0 |
| Batched Large-scale Bayesian Optimization in High-dimensional Spaces | Jun 5, 2017 | Bayesian OptimizationDiversity | CodeCode Available | 0 |
| Hyperparameter Optimization: A Spectral Approach | Jun 2, 2017 | Bayesian Optimizationcompressed sensing | CodeCode Available | 0 |
| Improving the Expected Improvement Algorithm | May 29, 2017 | Bayesian Optimization | —Unverified | 0 |
| Probabilistic Matrix Factorization for Automated Machine Learning | May 15, 2017 | Bayesian OptimizationBIG-bench Machine Learning | CodeCode Available | 0 |
| Practical Bayesian Optimization for Model Fitting with Bayesian Adaptive Direct Search | May 11, 2017 | Bayesian Optimization | CodeCode Available | 1 |
| On the choice of the low-dimensional domain for global optimization via random embeddings | Apr 18, 2017 | Bayesian Optimizationglobal-optimization | CodeCode Available | 0 |
| Preferential Bayesian Optimization | Apr 12, 2017 | Bayesian OptimizationRecommendation Systems | —Unverified | 0 |
| Correcting boundary over-exploration deficiencies in Bayesian optimization with virtual derivative sign observations | Apr 4, 2017 | Bayesian Optimizationglobal-optimization | CodeCode Available | 0 |
| Exploiting gradients and Hessians in Bayesian optimization and Bayesian quadrature | Mar 31, 2017 | Bayesian OptimizationGaussian Processes | —Unverified | 0 |
| Probabilistic Line Searches for Stochastic Optimization | Mar 29, 2017 | Bayesian OptimizationStochastic Optimization | CodeCode Available | 0 |
| Adaptive Simulation-based Training of AI Decision-makers using Bayesian Optimization | Mar 27, 2017 | Bayesian OptimizationDecision Making | —Unverified | 0 |
| Goal-Driven Dynamics Learning via Bayesian Optimization | Mar 27, 2017 | Active LearningBayesian Optimization | —Unverified | 0 |
| Gaussian Processes with Context-Supported Priors for Active Object Localization | Mar 25, 2017 | Active Object LocalizationBayesian Optimization | —Unverified | 0 |
| Information-theoretic Model Identification and Policy Search using Physics Engines with Application to Robotic Manipulation | Mar 22, 2017 | Bayesian OptimizationFriction | —Unverified | 0 |
| Black-Box Optimization in Machine Learning with Trust Region Based Derivative Free Algorithm | Mar 20, 2017 | Bayesian OptimizationBIG-bench Machine Learning | —Unverified | 0 |
| Budgeted Batch Bayesian Optimization With Unknown Batch Sizes | Mar 15, 2017 | Bayesian OptimizationBIG-bench Machine Learning | —Unverified | 0 |
| Bayesian Optimization with Gradients | Mar 13, 2017 | Bayesian Optimizationglobal-optimization | CodeCode Available | 0 |
| Practical Bayesian Optimization for Variable Cost Objectives | Mar 13, 2017 | Bayesian Optimization | CodeCode Available | 0 |
| mlrMBO: A Modular Framework for Model-Based Optimization of Expensive Black-Box Functions | Mar 9, 2017 | Bayesian Optimizationregression | CodeCode Available | 0 |
| Grammar Variational Autoencoder | Mar 6, 2017 | Bayesian OptimizationSymbolic Regression | CodeCode Available | 0 |
| Batched High-dimensional Bayesian Optimization via Structural Kernel Learning | Mar 6, 2017 | Bayesian OptimizationPoint Processes | CodeCode Available | 0 |
| Max-value Entropy Search for Efficient Bayesian Optimization | Mar 6, 2017 | Bayesian OptimisationBayesian Optimization | CodeCode Available | 0 |
