Bayesian Inference

Pathwise Derivatives Beyond the Reparameterization Trick ICML 2018 Patient Privacy in Paralinguistic Tasks Interspeech 2018 Permuted and Augmented Stick-Breaking Bayesian Multinomial Regression JMLR 2018 PG-TS: Improved Thompson Sampling for Logistic Contextual Bandits NeurIPS 2018 Posterior Concentration for Sparse Deep Learning NeurIPS 2018 Practical Bayesian optimization in the presence of outliers AISTATS 2018 Predicting Japanese Word Order in Double Object Constructions ACL 2018 Predicting the Spatio-Temporal Evolution of Chronic Diseases in Population with Human Mobility Data IJCAI 2018 Principled Selection of Hyperparameters in the Latent Dirichlet Allocation Model JMLR 2018 Privacy Sensitive Construction of Junction Tree Agent Organization for Multiagent Graphical Models PGM 2018 Probabilistic Boolean Tensor Decomposition ICML 2018 Probabilistic Joint Face-Skull Modelling for Facial Reconstruction CVPR 2018 Probabilistic Machine Learning: Models, Algorithms and a Programming Library IJCAI 2018 Probabilistic Plant Modeling via Multi-View Image-to-Image Translation CVPR 2018 Probabilistic Recurrent State-Space Models ICML 2018 Proximal Graphical Event Models NeurIPS 2018 Proximity Variational Inference AISTATS 2018 Query Complexity of Bayesian Private Learning NeurIPS 2018 Quotient Normalized Maximum Likelihood Criterion for Learning Bayesian Network Structures AISTATS 2018 Random Feature Stein Discrepancies NeurIPS 2018 RankME: Reliable Human Ratings for Natural Language Generation NAACL 2018 Recasting Gradient-Based Meta-Learning as Hierarchical Bayes ICLR 2018 Reinforcement Learning with Multiple Experts: A Bayesian Model Combination Approach NeurIPS 2018 Relation Induction in Word Embeddings Revisited COLING 2018 Reparameterization Gradient for Non-differentiable Models NeurIPS 2018