| 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 |
