Bayesian Learning

DP-GP-LVM: A Bayesian Non-Parametric Model for Learning Multivariate Dependency Structures ICML 2019 Efficient Bayesian Optimization for Target Vector Estimation AISTATS 2019 Efficient learning of smooth probability functions from Bernoulli tests with guarantees ICML 2019 Efficient Neutrino Oscillation Parameter Inference with Gaussian Process AAAI 2019 Embarrassingly Parallel Inference for Gaussian Processes JMLR 2019 End-to-End Probabilistic Inference for Nonstationary Audio Analysis ICML 2019 Exploiting Worker Correlation for Label Aggregation in Crowdsourcing ICML 2019 Expressive Priors in Bayesian Neural Networks: Kernel Combinations and Periodic Functions UAI 2019 Faster Attend-Infer-Repeat with Tractable Probabilistic Models ICML 2019 Finding All Bayesian Network Structures within a Factor of Optimal AAAI 2019 Fingerprint Policy Optimisation for Robust Reinforcement Learning ICML 2019 From Lab to Internship and Back Again: Learning Autonomous Systems through Creating a Research and Development Ecosystem AAAI 2019 Gaussian Processes with Linear Operator Inequality Constraints JMLR 2019 Generalizing Eye Tracking With Bayesian Adversarial Learning CVPR 2019 Gradient-based Adaptive Markov Chain Monte Carlo NeurIPS 2019 GRU-ODE-Bayes: Continuous Modeling of Sporadically-Observed Time Series NeurIPS 2019 Icebreaker: Element-wise Efficient Information Acquisition with a Bayesian Deep Latent Gaussian Model NeurIPS 2019 Importance Weighted Hierarchical Variational Inference NeurIPS 2019 Improving Quadrature for Constrained Integrands AISTATS 2019 Incorporating Grouping Information into Bayesian Decision Tree Ensembles ICML 2019 Inferring Task Goals and Constraints using Bayesian Nonparametric Inverse Reinforcement Learning CoRL 2019 Iterative Bayesian Learning for Crowdsourced Regression AISTATS 2019 Learning Bayesian Networks with Low Rank Conditional Probability Tables NeurIPS 2019 Learning Models of Sequential Decision-Making with Partial Specification of Agent Behavior AAAI 2019 Learning Structured Decision Problems with Unawareness ICML 2019