| Benchmarking and Optimization of Gradient Boosting Decision Tree Algorithms | Sep 12, 2018 | Bayesian OptimizationBenchmarking | —Unverified | 0 |
| PARyOpt: A software for Parallel Asynchronous Remote Bayesian Optimization | Sep 12, 2018 | Bayesian OptimizationDistributed Computing | —Unverified | 0 |
| Gait learning for soft microrobots controlled by light fields | Sep 10, 2018 | Bayesian OptimizationGaussian Processes | —Unverified | 0 |
| Molecular Hypergraph Grammar with its Application to Molecular Optimization | Sep 8, 2018 | Bayesian Optimizationvalid | —Unverified | 0 |
| Coverage-Based Designs Improve Sample Mining and Hyper-Parameter Optimization | Sep 5, 2018 | Bayesian OptimizationData Summarization | CodeCode Available | 0 |
| Constraint-Aware Deep Neural Network Compression | Sep 1, 2018 | Bayesian OptimizationNeural Network Compression | —Unverified | 0 |
| A DEEP ADVERSARIAL LEARNING METHODOLOGY FOR DESIGNING MICROSTRUCTURAL MATERIAL SYSTEMS | Aug 26, 2018 | Bayesian OptimizationDimensionality Reduction | CodeCode Available | 0 |
| On a New Improvement-Based Acquisition Function for Bayesian Optimization | Aug 21, 2018 | Bayesian Optimizationglobal-optimization | —Unverified | 0 |
| Designing Adaptive Neural Networks for Energy-Constrained Image Classification | Aug 5, 2018 | Bayesian OptimizationClassification | —Unverified | 0 |
| Is One Hyperparameter Optimizer Enough? | Jul 29, 2018 | Bayesian OptimizationHyperparameter Optimization | —Unverified | 0 |
| Weak in the NEES?: Auto-tuning Kalman Filters with Bayesian Optimization | Jul 23, 2018 | Bayesian OptimizationSimultaneous Localization and Mapping | —Unverified | 0 |
| Generic Camera Attribute Control using Bayesian Optimization | Jul 21, 2018 | AttributeBayesian Optimization | —Unverified | 0 |
| Towards Automated Deep Learning: Efficient Joint Neural Architecture and Hyperparameter Search | Jul 18, 2018 | Bayesian OptimizationNeural Architecture Search | CodeCode Available | 1 |
| A Tutorial on Bayesian Optimization | Jul 8, 2018 | Bayesian OptimizationHyperparameter Optimization | CodeCode Available | 0 |
| A survey on policy search algorithms for learning robot controllers in a handful of trials | Jul 6, 2018 | Bayesian OptimizationReinforcement Learning | —Unverified | 0 |
| BOHB: Robust and Efficient Hyperparameter Optimization at Scale | Jul 4, 2018 | Bayesian OptimizationDeep Reinforcement Learning | CodeCode Available | 1 |
| Dynamic Control of Explore/Exploit Trade-Off In Bayesian Optimization | Jul 3, 2018 | Bayesian Optimization | —Unverified | 0 |
| Structured Variationally Auto-encoded Optimization | Jul 1, 2018 | Bayesian OptimizationTransfer Learning | —Unverified | 0 |
| AutoPrognosis: Automated Clinical Prognostic Modeling via Bayesian Optimization with Structured Kernel Learning | Jul 1, 2018 | Bayesian OptimizationDiagnostic | CodeCode Available | 0 |
| Batch Bayesian Optimization via Multi-objective Acquisition Ensemble for Automated Analog Circuit Design | Jul 1, 2018 | Bayesian Optimization | CodeCode Available | 0 |
| New Heuristics for Parallel and Scalable Bayesian Optimization | Jul 1, 2018 | Bayesian Optimizationglobal-optimization | CodeCode Available | 0 |
| Bayesian optimization of the PC algorithm for learning Gaussian Bayesian networks | Jun 28, 2018 | Bayesian Optimization | —Unverified | 0 |
| Auto-Keras: An Efficient Neural Architecture Search System | Jun 27, 2018 | AutoMLBayesian Optimization | CodeCode Available | 0 |
| Bayesian Optimization of Combinatorial Structures | Jun 22, 2018 | Bayesian OptimizationBIG-bench Machine Learning | CodeCode Available | 0 |
| Stagewise Safe Bayesian Optimization with Gaussian Processes | Jun 20, 2018 | Bayesian OptimizationDecision Making | —Unverified | 0 |
| Differentiable Compositional Kernel Learning for Gaussian Processes | Jun 12, 2018 | Bayesian OptimizationGaussian Processes | CodeCode Available | 1 |
| BOCK : Bayesian Optimization with Cylindrical Kernels | Jun 5, 2018 | Bayesian Optimization | CodeCode Available | 0 |
| Efficient and Scalable Batch Bayesian Optimization Using K-Means | Jun 4, 2018 | Bayesian Optimizationcompressed sensing | —Unverified | 0 |
| Tight Regret Bounds for Bayesian Optimization in One Dimension | May 30, 2018 | Bayesian Optimization | —Unverified | 0 |
| A Flexible Framework for Multi-Objective Bayesian Optimization using Random Scalarizations | May 30, 2018 | Bayesian Optimization | —Unverified | 0 |
| Maximizing acquisition functions for Bayesian optimization | May 25, 2018 | Bayesian Optimizationglobal-optimization | CodeCode Available | 0 |
| Optimization, fast and slow: optimally switching between local and Bayesian optimization | May 22, 2018 | Bayesian Optimization | CodeCode Available | 0 |
| Neural Generative Models for Global Optimization with Gradients | May 22, 2018 | Bayesian OptimizationGaussian Processes | —Unverified | 0 |
| Accelerated Bayesian Optimization throughWeight-Prior Tuning | May 21, 2018 | Bayesian OptimisationBayesian Optimization | —Unverified | 0 |
| Independent Component Analysis via Energy-based and Kernel-based Mutual Dependence Measures | May 17, 2018 | Bayesian Optimizationglobal-optimization | —Unverified | 0 |
| Towards Autonomous Reinforcement Learning: Automatic Setting of Hyper-parameters using Bayesian Optimization | May 12, 2018 | Bayesian Optimizationreinforcement-learning | —Unverified | 0 |
| Dealing with Categorical and Integer-valued Variables in Bayesian Optimization with Gaussian Processes | May 9, 2018 | Bayesian OptimizationGaussian Processes | CodeCode Available | 0 |
| Graph Bayesian Optimization: Algorithms, Evaluations and Applications | May 3, 2018 | Bayesian Optimization | —Unverified | 0 |
| Semi-Supervised Learning with Declaratively Specified Entropy Constraints | Apr 24, 2018 | Bayesian OptimizationRelation Extraction | —Unverified | 0 |
| Efficient Model Identification for Tensegrity Locomotion | Apr 12, 2018 | Bayesian Optimizationmodel | —Unverified | 0 |
| Bayesian Optimization with Expensive Integrands | Mar 23, 2018 | Bayesian Optimization | CodeCode Available | 0 |
| Policy Search in Continuous Action Domains: an Overview | Mar 13, 2018 | Bayesian OptimizationDeep Reinforcement Learning | —Unverified | 0 |
| Bayesian Optimization for Dynamic Problems | Mar 9, 2018 | Bayesian Optimization | —Unverified | 0 |
| Verifying Controllers Against Adversarial Examples with Bayesian Optimization | Feb 23, 2018 | Bayesian Optimizationreinforcement-learning | CodeCode Available | 0 |
| AutoPrognosis: Automated Clinical Prognostic Modeling via Bayesian Optimization with Structured Kernel Learning | Feb 20, 2018 | Bayesian OptimizationDiagnostic | CodeCode Available | 1 |
| High-Dimensional Bayesian Optimization via Additive Models with Overlapping Groups | Feb 20, 2018 | Additive modelsBayesian Optimization | CodeCode Available | 1 |
| High Dimensional Bayesian Optimization Using Dropout | Feb 15, 2018 | Bayesian Optimizationglobal-optimization | —Unverified | 0 |
| NeVAE: A Deep Generative Model for Molecular Graphs | Feb 14, 2018 | Bayesian OptimizationDecoder | CodeCode Available | 0 |
| Bayesian Optimization Using Monotonicity Information and Its Application in Machine Learning Hyperparameter | Feb 10, 2018 | Bayesian OptimizationBIG-bench Machine Learning | —Unverified | 0 |
| Practical Transfer Learning for Bayesian Optimization | Feb 6, 2018 | Bayesian OptimizationGaussian Processes | CodeCode Available | 0 |