Bayesian & Probabilistic

Fast Relational Probabilistic Inference and Learning: Approximate Counting via Hypergraphs AAAI 2019 FilterReg: Robust and Efficient Probabilistic Point-Set Registration Using Gaussian Filter and Twist Parameterization CVPR 2019 Flexible Modeling of Diversity with Strongly Log-Concave Distributions NeurIPS 2019 Forward and Backward Knowledge Transfer for Sentiment Classification ACML 2019 Gaussian Processes with Linear Operator Inequality Constraints JMLR 2019 Gaussian Process Models of Sound Change in Indo-Aryan Dialectology ACL 2019 Generalized Score Matching for Non-Negative Data JMLR 2019 Generating and Sampling Orbits for Lifted Probabilistic Inference UAI 2019 Generic Inference in Latent Gaussian Process Models JMLR 2019 Geometric Hawkes Processes with Graph Convolutional Recurrent Neural Networks AAAI 2019 Global Convergence of the EM Algorithm for Mixtures of Two Component Linear Regression COLT 2019 Gradient-based Adaptive Markov Chain Monte Carlo NeurIPS 2019 GRU-ODE-Bayes: Continuous Modeling of Sporadically-Observed Time Series NeurIPS 2019 Hierarchical Discrete Distribution Decomposition for Match Density Estimation CVPR 2019 High-dimensional multivariate forecasting with low-rank Gaussian Copula Processes NeurIPS 2019 How to Exploit Structure while Solving Weighted Model Integration Problems UAI 2019 Hyperparameter Learning via Distributional Transfer NeurIPS 2019 Hyperprior Induced Unsupervised Disentanglement of Latent Representations AAAI 2019 Identification In Missing Data Models Represented By Directed Acyclic Graphs UAI 2019 Improving the Similarity Measure of Determinantal Point Processes for Extractive Multi-Document Summarization ACL 2019 Inferring Task Goals and Constraints using Bayesian Nonparametric Inverse Reinforcement Learning CoRL 2019 Interaction Detection with Bayesian Decision Tree Ensembles AISTATS 2019 Interleave Variational Optimization with Monte Carlo Sampling: A Tale of Two Approximate Inference Paradigms AAAI 2019 Interpretable Almost Matching Exactly With Instrumental Variables UAI 2019 Kernel quadrature with DPPs NeurIPS 2019