| 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 |
| Using Graphs of Classifiers to Impose Declarative Constraints on Semi-supervised Learning | Mar 5, 2017 | Bayesian OptimizationClassification | —Unverified | 0 |
| Virtual vs. Real: Trading Off Simulations and Physical Experiments in Reinforcement Learning with Bayesian Optimization | Mar 3, 2017 | Bayesian OptimizationReinforcement Learning | —Unverified | 0 |
| Approximate Computational Approaches for Bayesian Sensor Placement in High Dimensions | Mar 1, 2017 | Bayesian OptimizationVocal Bursts Intensity Prediction | —Unverified | 0 |
| The Statistical Recurrent Unit | Mar 1, 2017 | Bayesian Optimization | CodeCode Available | 0 |
| RoBO: A Flexible and Robust Bayesian Optimization Framework in Python | Jan 1, 2017 | Bayesian OptimizationHyperparameter Optimization | CodeCode Available | 0 |
| Bayesian Optimization with Shape Constraints | Dec 28, 2016 | Bayesian OptimizationBIG-bench Machine Learning | —Unverified | 0 |
| Output Constraint Transfer for Kernelized Correlation Filter in Tracking | Dec 16, 2016 | Bayesian Optimization | CodeCode Available | 0 |
| Bayesian Optimization for Machine Learning : A Practical Guidebook | Dec 14, 2016 | Bayesian OptimizationBIG-bench Machine Learning | —Unverified | 0 |
| Hybrid Repeat/Multi-point Sampling for Highly Volatile Objective Functions | Dec 13, 2016 | Bayesian Optimization | —Unverified | 0 |
| Towards Adaptive Training of Agent-based Sparring Partners for Fighter Pilots | Dec 13, 2016 | Bayesian Optimization | —Unverified | 0 |
| Advancing Bayesian Optimization: The Mixed-Global-Local (MGL) Kernel and Length-Scale Cool Down | Dec 9, 2016 | Bayesian Optimizationglobal-optimization | —Unverified | 0 |
| Factored Contextual Policy Search with Bayesian Optimization | Dec 6, 2016 | Active LearningBayesian Optimization | —Unverified | 0 |
| Active Search for Sparse Signals with Region Sensing | Dec 2, 2016 | Bayesian OptimizationCompressive Sensing | —Unverified | 0 |
| Bayesian Optimization with Robust Bayesian Neural Networks | Dec 1, 2016 | Bayesian OptimizationDeep Reinforcement Learning | CodeCode Available | 0 |
| Threshold Learning for Optimal Decision Making | Dec 1, 2016 | Bayesian OptimizationDecision Making | —Unverified | 0 |
| Bayesian optimization for automated model selection | Dec 1, 2016 | Bayesian Optimizationmodel | —Unverified | 0 |
| Bayesian Optimization with a Finite Budget: An Approximate Dynamic Programming Approach | Dec 1, 2016 | Bayesian Optimization | —Unverified | 0 |
| Hypervolume-based Multi-objective Bayesian Optimization with Student-t Processes | Dec 1, 2016 | Bayesian OptimizationGaussian Processes | —Unverified | 0 |
| Tuning the Scheduling of Distributed Stochastic Gradient Descent with Bayesian Optimization | Dec 1, 2016 | Bayesian OptimizationScheduling | —Unverified | 0 |
| Safety-Aware Robot Damage Recovery Using Constrained Bayesian Optimization and Simulated Priors | Nov 28, 2016 | Bayesian Optimization | —Unverified | 0 |
| Limbo: A Fast and Flexible Library for Bayesian Optimization | Nov 22, 2016 | Bayesian Optimization | CodeCode Available | 0 |
| Compensating for Large In-Plane Rotations in Natural Images | Nov 17, 2016 | Bayesian OptimizationImage Retrieval | —Unverified | 0 |
| Bayesian optimization of hyper-parameters in reservoir computing | Nov 16, 2016 | Bayesian Optimization | CodeCode Available | 0 |
| Batched Gaussian Process Bandit Optimization via Determinantal Point Processes | Nov 13, 2016 | Bayesian OptimizationDiversity | —Unverified | 0 |
| Learning to Learn without Gradient Descent by Gradient Descent | Nov 11, 2016 | Bayesian Optimizationglobal-optimization | —Unverified | 0 |