| Optimization as Estimation with Gaussian Processes in Bandit Settings | Oct 21, 2015 | Bayesian OptimizationGaussian Processes | CodeCode Available | 0 |
| UAVs using Bayesian Optimization to Locate WiFi Devices | Oct 13, 2015 | Bayesian Optimization | —Unverified | 0 |
| Deep Boltzmann Machines in Estimation of Distribution Algorithms for Combinatorial Optimization | Sep 22, 2015 | Bayesian OptimizationCombinatorial Optimization | CodeCode Available | 1 |
| Unbounded Bayesian Optimization via Regularization | Aug 14, 2015 | Bayesian OptimizationBenchmarking | —Unverified | 0 |
| A Java Implementation of the SGA, UMDA, ECGA, and HBOA | Jun 26, 2015 | Bayesian OptimizationEvolutionary Algorithms | CodeCode Available | 0 |
| Java Implementation of a Parameter-less Evolutionary Portfolio | Jun 26, 2015 | Bayesian OptimizationEvolutionary Algorithms | CodeCode Available | 0 |
| A Java Implementation of Parameter-less Evolutionary Algorithms | Jun 26, 2015 | Bayesian OptimizationEvolutionary Algorithms | CodeCode Available | 0 |
| Mondrian Forests for Large-Scale Regression when Uncertainty Matters | Jun 11, 2015 | Bayesian OptimizationGaussian Processes | CodeCode Available | 0 |
| Local Nonstationarity for Efficient Bayesian Optimization | Jun 5, 2015 | Bayesian OptimizationBIG-bench Machine Learning | —Unverified | 0 |
| Bayesian optimization for materials design | Jun 3, 2015 | Bayesian Optimizationregression | CodeCode Available | 0 |
| Batch Bayesian Optimization via Local Penalization | May 29, 2015 | Bayesian OptimisationBayesian Optimization | CodeCode Available | 0 |
| Bayesian Optimization for Synthetic Gene Design | May 7, 2015 | Bayesian Optimization | —Unverified | 0 |
| Improving Object Detection with Deep Convolutional Networks via Bayesian Optimization and Structured Prediction | Apr 13, 2015 | Bayesian OptimizationObject | —Unverified | 0 |
| Differentiating the multipoint Expected Improvement for optimal batch design | Mar 18, 2015 | Bayesian OptimizationGaussian Processes | —Unverified | 0 |
| Denoising Autoencoders for fast Combinatorial Black Box Optimization | Mar 6, 2015 | Bayesian OptimizationCombinatorial Optimization | CodeCode Available | 1 |
| Bayesian Optimization of Text Representations | Mar 2, 2015 | Bayesian OptimizationGeneral Classification | —Unverified | 0 |
| Classification and Bayesian Optimization for Likelihood-Free Inference | Feb 19, 2015 | Bayesian OptimizationClassification | —Unverified | 0 |
| Scalable Bayesian Optimization Using Deep Neural Networks | Feb 19, 2015 | Bayesian OptimizationCaption Generation | CodeCode Available | 0 |
| Predictive Entropy Search for Bayesian Optimization with Unknown Constraints | Feb 18, 2015 | Bayesian Optimization | CodeCode Available | 0 |
| Probabilistic Line Searches for Stochastic Optimization | Feb 10, 2015 | Bayesian OptimizationStochastic Optimization | CodeCode Available | 0 |
| Differentially Private Bayesian Optimization | Jan 16, 2015 | Bayesian OptimizationBIG-bench Machine Learning | —Unverified | 0 |
| Bayesian Optimization for Likelihood-Free Inference of Simulator-Based Statistical Models | Jan 14, 2015 | Bayesian Optimization | —Unverified | 0 |
| Scalability of using Restricted Boltzmann Machines for Combinatorial Optimization | Nov 27, 2014 | Bayesian OptimizationCombinatorial Optimization | —Unverified | 0 |
| A warped kernel improving robustness in Bayesian optimization via random embeddings | Nov 13, 2014 | Bayesian Optimization | —Unverified | 0 |
| Enhanced Higgs to τ^+τ^- Searches with Deep Learning | Oct 13, 2014 | Bayesian OptimizationDeep Learning | —Unverified | 0 |
| Raiders of the Lost Architecture: Kernels for Bayesian Optimization in Conditional Parameter Spaces | Sep 14, 2014 | Bayesian Optimization | —Unverified | 0 |
| A new integral loss function for Bayesian optimization | Aug 20, 2014 | Bayesian Optimization | —Unverified | 0 |
| An Entropy Search Portfolio for Bayesian Optimization | Jun 18, 2014 | Bayesian Optimizationglobal-optimization | —Unverified | 0 |
| Freeze-Thaw Bayesian Optimization | Jun 16, 2014 | Bayesian OptimizationBIG-bench Machine Learning | CodeCode Available | 0 |
| Predictive Entropy Search for Efficient Global Optimization of Black-box Functions | Jun 10, 2014 | Bayesian Optimizationglobal-optimization | CodeCode Available | 0 |
| BayesOpt: A Bayesian Optimization Library for Nonlinear Optimization, Experimental Design and Bandits | May 29, 2014 | Bayesian OptimizationExperimental Design | CodeCode Available | 0 |
| Bayesian Optimization with Unknown Constraints | Mar 22, 2014 | Bayesian Optimizationglobal-optimization | —Unverified | 0 |
| Bayesian Multi-Scale Optimistic Optimization | Feb 27, 2014 | Bayesian OptimizationGaussian Processes | —Unverified | 0 |
| Student-t Processes as Alternatives to Gaussian Processes | Feb 18, 2014 | Bayesian OptimizationGaussian Processes | —Unverified | 0 |
| Input Warping for Bayesian Optimization of Non-stationary Functions | Feb 5, 2014 | Bayesian OptimizationGaussian Processes | —Unverified | 0 |
| Hyperopt: A Python Library for Optimizing the Hyperparameters of Machine Learning Algorithms | Dec 12, 2013 | Bayesian OptimizationBIG-bench Machine Learning | CodeCode Available | 0 |
| High-Dimensional Gaussian Process Bandits | Dec 1, 2013 | Bayesian OptimizationVocal Bursts Intensity Prediction | —Unverified | 0 |
| Multi-Task Bayesian Optimization | Dec 1, 2013 | Bayesian OptimizationGaussian Processes | —Unverified | 0 |
| Bayesian optimization explains human active search | Dec 1, 2013 | Bayesian OptimizationDecision Making | —Unverified | 0 |
| No Free Lunch Theorem and Bayesian probability theory: two sides of the same coin. Some implications for black-box optimization and metaheuristics | Nov 23, 2013 | Bayesian Optimization | —Unverified | 0 |
| Active Learning of Linear Embeddings for Gaussian Processes | Oct 24, 2013 | Active LearningBayesian Optimization | —Unverified | 0 |
| Bayesian Optimization With Censored Response Data | Oct 7, 2013 | Bayesian Optimization | —Unverified | 0 |
| BayesOpt: A Library for Bayesian optimization with Robotics Applications | Sep 3, 2013 | Active LearningBayesian Optimization | —Unverified | 0 |
| Exploiting correlation and budget constraints in Bayesian multi-armed bandit optimization | Mar 27, 2013 | Bayesian OptimizationThompson Sampling | —Unverified | 0 |
| Bayesian Optimization in a Billion Dimensions via Random Embeddings | Jan 9, 2013 | Bayesian Optimization | CodeCode Available | 0 |
| Auto-WEKA: Combined Selection and Hyperparameter Optimization of Classification Algorithms | Aug 18, 2012 | Bayesian OptimizationBIG-bench Machine Learning | CodeCode Available | 0 |
| Practical Bayesian Optimization of Machine Learning Algorithms | Jun 13, 2012 | Bayesian OptimizationBIG-bench Machine Learning | CodeCode Available | 0 |
| A Lipschitz Exploration-Exploitation Scheme for Bayesian Optimization | Mar 30, 2012 | Bayesian Optimization | —Unverified | 0 |
| A Tutorial on Bayesian Optimization of Expensive Cost Functions, with Application to Active User Modeling and Hierarchical Reinforcement Learning | Dec 12, 2010 | Bayesian OptimizationHierarchical Reinforcement Learning | CodeCode Available | 2 |
| Batch Bayesian Optimization via Simulation Matching | Dec 1, 2010 | Bayesian Optimization | —Unverified | 0 |