| Speed-Constrained Tuning for Statistical Machine Translation Using Bayesian Optimization | Apr 18, 2016 | Bayesian OptimizationMachine Translation | —Unverified | 0 |
| Bayesian Neighbourhood Component Analysis | Apr 8, 2016 | Bayesian OptimizationMetric Learning | —Unverified | 0 |
| Bayesian Optimization with Exponential Convergence | Apr 5, 2016 | Bayesian Optimizationglobal-optimization | —Unverified | 0 |
| A sequential Monte Carlo approach to Thompson sampling for Bayesian optimization | Apr 1, 2016 | Bayesian OptimizationThompson Sampling | —Unverified | 0 |
| A Stratified Analysis of Bayesian Optimization Methods | Mar 31, 2016 | Bayesian OptimizationHyperparameter Optimization | —Unverified | 0 |
| Online Optimization with Costly and Noisy Measurements using Random Fourier Expansions | Mar 31, 2016 | Bayesian Optimization | CodeCode Available | 0 |
| Hyperband: A Novel Bandit-Based Approach to Hyperparameter Optimization | Mar 21, 2016 | Bayesian OptimizationHyperparameter Optimization | CodeCode Available | 1 |
| Unscented Bayesian Optimization for Safe Robot Grasping | Mar 7, 2016 | Bayesian Optimization | —Unverified | 0 |
| Multi-Information Source Optimization | Mar 1, 2016 | Bayesian OptimizationReinforcement Learning | —Unverified | 0 |
| FLASH: Fast Bayesian Optimization for Data Analytic Pipelines | Feb 20, 2016 | Bayesian Optimization | CodeCode Available | 0 |
| Parallel Bayesian Global Optimization of Expensive Functions | Feb 16, 2016 | Bayesian Optimizationglobal-optimization | —Unverified | 0 |
| Bayesian Optimization with Safety Constraints: Safe and Automatic Parameter Tuning in Robotics | Feb 14, 2016 | Bayesian Optimization | CodeCode Available | 0 |
| Stratified Bayesian Optimization | Feb 7, 2016 | Bayesian Optimizationglobal-optimization | —Unverified | 0 |
| Minimum Regret Search for Single- and Multi-Task Optimization | Feb 2, 2016 | Bayesian Optimization | CodeCode Available | 0 |
| Time-Varying Gaussian Process Bandit Optimization | Jan 25, 2016 | Bayesian Optimization | —Unverified | 0 |
| Probabilistic Programming with Gaussian Process Memoization | Dec 17, 2015 | Bayesian OptimizationGaussian Processes | —Unverified | 0 |
| Efficient and Robust Automated Machine Learning | Dec 1, 2015 | AutoMLBayesian Optimization | CodeCode Available | 3 |
| A General Framework for Constrained Bayesian Optimization using Information-based Search | Nov 30, 2015 | Bayesian OptimizationCPU | —Unverified | 0 |
| Stopping criteria for boosting automatic experimental design using real-time fMRI with Bayesian optimization | Nov 24, 2015 | Bayesian OptimizationExperimental Design | —Unverified | 0 |
| Parallel Predictive Entropy Search for Batch Global Optimization of Expensive Objective Functions | Nov 23, 2015 | Bayesian Optimizationglobal-optimization | —Unverified | 0 |
| Gaussian Process Planning with Lipschitz Continuous Reward Functions: Towards Unifying Bayesian Optimization, Active Learning, and Beyond | Nov 21, 2015 | Active LearningBayesian Optimization | —Unverified | 0 |
| Variational Auto-encoded Deep Gaussian Processes | Nov 19, 2015 | Bayesian OptimizationGaussian Processes | —Unverified | 0 |
| Bayesian Optimization with Dimension Scheduling: Application to Biological Systems | Nov 17, 2015 | Bayesian OptimizationScheduling | —Unverified | 0 |
| Predictive Entropy Search for Multi-objective Bayesian Optimization | Nov 17, 2015 | Bayesian Optimization | —Unverified | 0 |
| Active Contextual Entropy Search | Nov 13, 2015 | Bayesian Optimization | —Unverified | 0 |
