| Maximizing Overall Diversity for Improved Uncertainty Estimates in Deep Ensembles | Jun 18, 2019 | Bayesian OptimizationDiversity | —Unverified | 0 |
| Bayesian Optimization with Binary Auxiliary Information | Jun 17, 2019 | Bayesian OptimizationReinforcement Learning | —Unverified | 0 |
| Learning Interpretable Models Using Uncertainty Oracles | Jun 17, 2019 | Bayesian OptimizationSentence Embedding | —Unverified | 0 |
| Global optimization via inverse distance weighting and radial basis functions | Jun 15, 2019 | Bayesian Optimizationglobal-optimization | —Unverified | 0 |
| PABO: Pseudo Agent-Based Multi-Objective Bayesian Hyperparameter Optimization for Efficient Neural Accelerator Design | Jun 11, 2019 | Bayesian OptimizationHyperparameter Optimization | —Unverified | 0 |
| Sampling Humans for Optimizing Preferences in Coloring Artwork | Jun 10, 2019 | Bayesian Optimization | —Unverified | 0 |
| Bayesian Optimization of Composite Functions | Jun 4, 2019 | Bayesian Optimization | CodeCode Available | 0 |
| Automated Machine Learning with Monte-Carlo Tree Search | Jun 1, 2019 | AutoMLBayesian Optimization | CodeCode Available | 0 |
| Multi-objective Bayesian Optimization using Pareto-frontier Entropy | Jun 1, 2019 | Bayesian Optimization | —Unverified | 0 |
| Adaptive Model Refinement with Batch Bayesian Sampling for Optimization of Bio-inspired Flow Tailoring | May 31, 2019 | Bayesian Optimization | —Unverified | 0 |
| Deep Bayesian Optimization on Attributed Graphs | May 31, 2019 | Bayesian OptimizationGaussian Processes | CodeCode Available | 0 |
| Characterizing Bias in Classifiers using Generative Models | May 30, 2019 | Bayesian Optimizationimage-classification | CodeCode Available | 0 |
| Lifelong Bayesian Optimization | May 29, 2019 | Bayesian OptimizationModel Selection | —Unverified | 0 |
| Optimal approximation for unconstrained non-submodular minimization | May 29, 2019 | Bayesian OptimizationSparse Learning | CodeCode Available | 0 |
| Automatic Discovery of Privacy-Utility Pareto Fronts | May 26, 2019 | Bayesian OptimizationPrivacy Preserving | CodeCode Available | 0 |
| Efficient Batch Black-box Optimization with Deterministic Regret Bounds | May 24, 2019 | Bayesian Optimization | —Unverified | 0 |
| Automatic Machine Learning by Pipeline Synthesis using Model-Based Reinforcement Learning and a Grammar | May 24, 2019 | AutoMLBayesian Optimization | —Unverified | 0 |
| Bayesian Optimization with Approximate Set Kernels | May 23, 2019 | Bayesian Optimization | —Unverified | 0 |
| DEEP-BO for Hyperparameter Optimization of Deep Networks | May 23, 2019 | Bayesian OptimizationHyperparameter Optimization | CodeCode Available | 0 |
| The Machine Learning Bazaar: Harnessing the ML Ecosystem for Effective System Development | May 22, 2019 | AutoMLBayesian Optimization | CodeCode Available | 0 |
| Practical Bayesian Optimization with Threshold-Guided Marginal Likelihood Maximization | May 18, 2019 | Bayesian OptimizationModel Selection | CodeCode Available | 0 |
| AutoDispNet: Improving Disparity Estimation With AutoML | May 17, 2019 | AutoMLBayesian Optimization | CodeCode Available | 0 |
| Deep Neural Architecture Search with Deep Graph Bayesian Optimization | May 14, 2019 | Bayesian OptimizationGaussian Processes | CodeCode Available | 0 |
| Bayesian Optimized Continual Learning with Attention Mechanism | May 10, 2019 | Bayesian OptimizationContinual Learning | —Unverified | 0 |
| Bayesian Optimization using Deep Gaussian Processes | May 7, 2019 | Bayesian OptimizationGaussian Processes | —Unverified | 0 |
| Bayesian Optimization for Multi-objective Optimization and Multi-point Search | May 7, 2019 | Bayesian Optimization | —Unverified | 0 |
| Knowing The What But Not The Where in Bayesian Optimization | May 7, 2019 | Bayesian OptimizationDeep Reinforcement Learning | CodeCode Available | 0 |
| Learning Optimal Data Augmentation Policies via Bayesian Optimization for Image Classification Tasks | May 6, 2019 | Bayesian OptimizationData Augmentation | CodeCode Available | 0 |
| Interpretability with Accurate Small Models | May 4, 2019 | Bayesian Optimization | —Unverified | 0 |
| Data-efficient Learning of Morphology and Controller for a Microrobot | May 3, 2019 | Bayesian Optimization | CodeCode Available | 0 |
| Factored Contextual Policy Search with Bayesian Optimization | Apr 26, 2019 | Active LearningBayesian Optimization | —Unverified | 0 |
| D-VAE: A Variational Autoencoder for Directed Acyclic Graphs | Apr 24, 2019 | Bayesian OptimizationBIG-bench Machine Learning | CodeCode Available | 0 |
| Batched Stochastic Bayesian Optimization via Combinatorial Constraints Design | Apr 17, 2019 | Bayesian OptimizationExperimental Design | —Unverified | 0 |
| On the Performance of Differential Evolution for Hyperparameter Tuning | Apr 15, 2019 | Bayesian OptimizationBIG-bench Machine Learning | CodeCode Available | 0 |
| ReinBo: Machine Learning pipeline search and configuration with Bayesian Optimization embedded Reinforcement Learning | Apr 10, 2019 | Bayesian OptimizationBIG-bench Machine Learning | CodeCode Available | 0 |
| AutoSeM: Automatic Task Selection and Mixing in Multi-Task Learning | Apr 8, 2019 | Bayesian OptimizationInductive Bias | —Unverified | 0 |
| Learning to Control Highly Accelerated Ballistic Movements on Muscular Robots | Apr 7, 2019 | Bayesian OptimizationSafe Exploration | —Unverified | 0 |
| Meta-Learning Acquisition Functions for Transfer Learning in Bayesian Optimization | Apr 4, 2019 | Bayesian OptimizationGaussian Processes | CodeCode Available | 0 |
| Enhancement of Energy-Based Swing-Up Controller via Entropy Search | Apr 2, 2019 | Bayesian Optimization | —Unverified | 0 |
| Adaptive Bayesian Linear Regression for Automated Machine Learning | Apr 1, 2019 | AutoMLBayesian Optimization | —Unverified | 0 |
| Bayesian Optimization for Policy Search via Online-Offline Experimentation | Apr 1, 2019 | Bayesian OptimizationBIG-bench Machine Learning | —Unverified | 0 |
| Using Gaussian process regression for efficient parameter reconstruction | Mar 28, 2019 | Bayesian Optimizationregression | —Unverified | 0 |
| Sampling Acquisition Functions for Batch Bayesian Optimization | Mar 22, 2019 | Bayesian OptimizationThompson Sampling | —Unverified | 0 |
| Deep Gaussian Processes for Multi-fidelity Modeling | Mar 18, 2019 | Bayesian OptimizationDecision Making | CodeCode Available | 0 |
| Practical Multi-fidelity Bayesian Optimization for Hyperparameter Tuning | Mar 12, 2019 | Bayesian Optimization | —Unverified | 0 |
| Financial Applications of Gaussian Processes and Bayesian Optimization | Mar 12, 2019 | Bayesian OptimizationBIG-bench Machine Learning | —Unverified | 0 |
| Efficient Optimization of Echo State Networks for Time Series Datasets | Mar 12, 2019 | AstronomyBayesian Optimization | CodeCode Available | 1 |
| Sim-to-Real Transfer for Biped Locomotion | Mar 4, 2019 | Bayesian OptimizationFriction | —Unverified | 0 |
| High-dimensional Bayesian optimization using low-dimensional feature spaces | Feb 27, 2019 | Bayesian OptimizationDimensionality Reduction | CodeCode Available | 0 |
| Fully Distributed Bayesian Optimization with Stochastic Policies | Feb 26, 2019 | Bayesian OptimizationThompson Sampling | —Unverified | 0 |