| ILPS at TREC 2017 Common Core Track | Jan 31, 2018 | Bayesian OptimizationRetrieval | —Unverified | 0 |
| Information Directed Sampling and Bandits with Heteroscedastic Noise | Jan 29, 2018 | Bayesian OptimizationThompson Sampling | —Unverified | 0 |
| Upgrading from Gaussian Processes to Student's-T Processes | Jan 18, 2018 | Bayesian OptimizationGaussian Processes | —Unverified | 0 |
| Lifelong Learning for Sentiment Classification | Jan 9, 2018 | Bayesian OptimizationClassification | —Unverified | 0 |
| Combination of Hyperband and Bayesian Optimization for Hyperparameter Optimization in Deep Learning | Jan 5, 2018 | Bayesian OptimizationDeep Learning | —Unverified | 0 |
| PHOENICS: A universal deep Bayesian optimizer | Jan 4, 2018 | Bayesian OptimizationDensity Estimation | CodeCode Available | 0 |
| Implementation of Deep Convolutional Neural Network in Multi-class Categorical Image Classification | Jan 3, 2018 | Bayesian OptimizationClassification | —Unverified | 0 |
| Continuous-fidelity Bayesian Optimization with Knowledge Gradient | Jan 1, 2018 | Bayesian Optimization | —Unverified | 0 |
| Query-limited Black-box Attacks to Classifiers | Dec 23, 2017 | Bayesian OptimizationBIG-bench Machine Learning | CodeCode Available | 0 |
| Hyperparameters Optimization in Deep Convolutional Neural Network / Bayesian Approach with Gaussian Process Prior | Dec 19, 2017 | Bayesian Optimization | —Unverified | 0 |
| Practical Bayesian optimization in the presence of outliers | Dec 12, 2017 | Bayesian Optimizationregression | —Unverified | 0 |
| Shape optimization in laminar flow with a label-guided variational autoencoder | Dec 10, 2017 | Bayesian Optimizationregression | —Unverified | 0 |
| Variational Inference over Non-differentiable Cardiac Simulators using Bayesian Optimization | Dec 9, 2017 | Bayesian OptimizationVariational Inference | —Unverified | 0 |
| Multiple Adaptive Bayesian Linear Regression for Scalable Bayesian Optimization with Warm Start | Dec 8, 2017 | Bayesian OptimizationBIG-bench Machine Learning | —Unverified | 0 |
| HyperPower: Power- and Memory-Constrained Hyper-Parameter Optimization for Neural Networks | Dec 6, 2017 | Bayesian Optimization | —Unverified | 0 |
| SMILES2Vec: An Interpretable General-Purpose Deep Neural Network for Predicting Chemical Properties | Dec 6, 2017 | Bayesian OptimizationFeature Engineering | CodeCode Available | 0 |
| An Empirical Bayes Approach to Optimizing Machine Learning Algorithms | Dec 1, 2017 | Bayesian OptimizationBIG-bench Machine Learning | —Unverified | 0 |
| Lookahead Bayesian Optimization with Inequality Constraints | Dec 1, 2017 | Bayesian Optimization | —Unverified | 0 |
| The reparameterization trick for acquisition functions | Dec 1, 2017 | Bayesian Optimizationglobal-optimization | CodeCode Available | 0 |
| Decentralized High-Dimensional Bayesian Optimization with Factor Graphs | Nov 19, 2017 | Bayesian OptimizationVocal Bursts Intensity Prediction | —Unverified | 0 |
| GPflowOpt: A Bayesian Optimization Library using TensorFlow | Nov 10, 2017 | Bayesian OptimisationBayesian Optimization | CodeCode Available | 0 |
| Auto-Differentiating Linear Algebra | Oct 24, 2017 | Active LearningBayesian Optimization | —Unverified | 0 |
| Fast Model Identification via Physics Engines for Data-Efficient Policy Search | Oct 24, 2017 | Bayesian OptimizationFriction | —Unverified | 0 |
| Map-based Multi-Policy Reinforcement Learning: Enhancing Adaptability of Robots by Deep Reinforcement Learning | Oct 17, 2017 | Bayesian OptimizationDeep Reinforcement Learning | —Unverified | 0 |
| Learning to Warm-Start Bayesian Hyperparameter Optimization | Oct 17, 2017 | Bayesian Optimizationglobal-optimization | —Unverified | 0 |
| Bayesian Optimization for Parameter Tuning of the XOR Neural Network | Sep 22, 2017 | Bayesian Optimization | CodeCode Available | 0 |
| On the Design of LQR Kernels for Efficient Controller Learning | Sep 20, 2017 | Bayesian Optimization | —Unverified | 0 |
| Bayesian Optimization with Automatic Prior Selection for Data-Efficient Direct Policy Search | Sep 20, 2017 | Bayesian OptimizationTransfer Learning | CodeCode Available | 1 |
| Analogical-based Bayesian Optimization | Sep 19, 2017 | Bayesian OptimizationGaussian Processes | —Unverified | 0 |
| Constrained Bayesian Optimization for Automatic Chemical Design | Sep 16, 2017 | Bayesian Optimization | CodeCode Available | 0 |
| Automatic Document Image Binarization using Bayesian Optimization | Sep 6, 2017 | Bayesian OptimizationBinarization | —Unverified | 0 |
| Ease.ml: Towards Multi-tenant Resource Sharing for Machine Learning Workloads | Aug 24, 2017 | Bayesian OptimizationBIG-bench Machine Learning | —Unverified | 0 |
| Computer-aided diagnosis of lung nodule using gradient tree boosting and Bayesian optimization | Aug 19, 2017 | Bayesian OptimizationLung Nodule Classification | —Unverified | 0 |
| ELFI: Engine for Likelihood-Free Inference | Aug 2, 2017 | Bayesian Optimization | CodeCode Available | 0 |
| Bayesian Optimization with Tree-structured Dependencies | Aug 1, 2017 | Bayesian OptimizationBinary Classification | —Unverified | 0 |
| High Dimensional Bayesian Optimization with Elastic Gaussian Process | Aug 1, 2017 | Bayesian Optimizationglobal-optimization | —Unverified | 0 |
| Preferential Bayesian Optmization | Aug 1, 2017 | Bayesian OptimizationRecommendation Systems | —Unverified | 0 |
| Local Bayesian Optimization of Motor Skills | Aug 1, 2017 | Bayesian Optimizationglobal-optimization | —Unverified | 0 |
| Distributed Batch Gaussian Process Optimization | Aug 1, 2017 | Bayesian Optimization | —Unverified | 0 |
| Forecasting day-ahead electricity prices in Europe: the importance of considering market integration | Aug 1, 2017 | Bayesian Optimizationfeature selection | —Unverified | 0 |
| Fine-Pruning: Joint Fine-Tuning and Compression of a Convolutional Network with Bayesian Optimization | Jul 28, 2017 | Bayesian OptimizationNetwork Pruning | —Unverified | 0 |
| Deep Kernels for Optimizing Locomotion Controllers | Jul 27, 2017 | Bayesian Optimization | —Unverified | 0 |
| Discretization-free Knowledge Gradient Methods for Bayesian Optimization | Jul 20, 2017 | Bayesian Optimization | —Unverified | 0 |
| Robust Bayesian Optimization with Student-t Likelihood | Jul 18, 2017 | Bayesian OptimizationGaussian Processes | —Unverified | 0 |
| Learning to select data for transfer learning with Bayesian Optimization | Jul 17, 2017 | Bayesian OptimizationDiversity | CodeCode Available | 0 |
| Bayesian Optimization for Probabilistic Programs | Jul 13, 2017 | Bayesian Optimization | CodeCode Available | 0 |
| Distributionally Ambiguous Optimization Techniques for Batch Bayesian Optimization | Jul 13, 2017 | Bayesian Optimization | CodeCode Available | 0 |
| Robust Optimization for Non-Convex Objectives | Jul 4, 2017 | Bayesian OptimizationGeneral Classification | —Unverified | 0 |
| Structure Optimization for Deep Multimodal Fusion Networks using Graph-Induced Kernels | Jul 3, 2017 | Activity RecognitionBayesian Optimization | —Unverified | 0 |
| autoBagging: Learning to Rank Bagging Workflows with Metalearning | Jun 28, 2017 | AutoMLBayesian Optimization | —Unverified | 0 |