Bayesian & Probabilistic

Practical Two-Step Lookahead Bayesian Optimization NeurIPS 2019 Precision-Recall Balanced Topic Modelling NeurIPS 2019 Predicting Humorousness and Metaphor Novelty with Gaussian Process Preference Learning ACL 2019 Predicting Urban Dispersal Events: A Two-Stage Framework through Deep Survival Analysis on Mobility Data AAAI 2019 Prediction Risk for the Horseshoe Regression JMLR 2019 Probabilistic-Logic Bots for Efficient Evaluation of Business Rules Using Conversational Interfaces AAAI 2019 Probabilistic Logic Programming with Beta-Distributed Random Variables AAAI 2019 Probabilistic Permutation Synchronization Using the Riemannian Structure of the Birkhoff Polytope CVPR 2019 Probabilistic Programming for Birth-Death Models of Evolution Using an Alive Particle Filter with Delayed Sampling UAI 2019 Probability Functional Descent: A Unifying Perspective on GANs, Variational Inference, and Reinforcement Learning ICML 2019 Pseudo-Extended Markov chain Monte Carlo NeurIPS 2019 Random Clique Covers for Graphs with Local Density and Global Sparsity UAI 2019 Randomized Value Functions via Multiplicative Normalizing Flows UAI 2019 Random Sum-Product Networks: A Simple and Effective Approach to Probabilistic Deep Learning UAI 2019 Rapid Convergence of the Unadjusted Langevin Algorithm: Isoperimetry Suffices NeurIPS 2019 Reachable Space Characterization of Markov Decision Processes with Time Variability RSS 2019 Read, Attend and Comment: A Deep Architecture for Automatic News Comment Generation EMNLP 2019 Real-Time Information-Theoretic Exploration with Gaussian Mixture Model Maps RSS 2019 Real-Time Robotic Search using Structural Spatial Point Processes UAI 2019 Reasoning Visual Dialogs With Structural and Partial Observations CVPR 2019 Recommendation from Raw Data with Adaptive Compound Poisson Factorization UAI 2019 Recovering Bandits NeurIPS 2019 Regret Bounds for Thompson Sampling in Episodic Restless Bandit Problems NeurIPS 2019 Reparameterizing Distributions on Lie Groups AISTATS 2019 Revisiting Reweighted Wake-Sleep for Models with Stochastic Control Flow UAI 2019