Probabilistic Modeling

Efficient Inference for Nonparametric Hawkes Processes Using Auxiliary Latent Variables JMLR 2020 Efficiently sampling functions from Gaussian process posteriors ICML 2020 Efficient Non-conjugate Gaussian Process Factor Models for Spike Count Data using Polynomial Approximations ICML 2020 Efficient Predictive Uncertainty Estimators for Deep Probabilistic Models AAAI 2020 Efficient Probabilistic Logic Reasoning with Graph Neural Networks ICLR 2020 Einsum Networks: Fast and Scalable Learning of Tractable Probabilistic Circuits ICML 2020 Enriched mixtures of generalised Gaussian process experts AISTATS 2020 Error-Correcting and Verifiable Parallel Inference in Graphical Models AAAI 2020 Estimation and Imputation in Probabilistic Principal Component Analysis with Missing Not At Random Data NeurIPS 2020 Estimation of a Low-rank Topic-Based Model for Information Cascades JMLR 2020 Estimation of Skill Distribution from a Tournament NeurIPS 2020 Expressiveness and Learning of Hidden Quantum Markov Models AISTATS 2020 Factor Graph Neural Networks NeurIPS 2020 Fast Bayesian Inference of Sparse Networks with Automatic Sparsity Determination JMLR 2020 Faster Differentially Private Samplers via Rényi Divergence Analysis of Discretized Langevin MCMC NeurIPS 2020 Fast Matrix Square Roots with Applications to Gaussian Processes and Bayesian Optimization NeurIPS 2020 From Sets to Multisets: Provable Variational Inference for Probabilistic Integer Submodular Models ICML 2020 From Support Propagation to Belief Propagation in Constraint Programming (Extended Abstract) IJCAI 2020 Gaussianization Flows AISTATS 2020 Gaussian Sum-Product Networks Learning in the Presence of Interval Censored Data PGM 2020 Generalized probabilistic principal component analysis of correlated data JMLR 2020 Generating and Exploiting Probabilistic Monocular Depth Estimates CVPR 2020 Generating Narrative Text in a Switching Dynamical System CoNLL 2020 Graph Convolutional Networks with Markov Random Field Reasoning for Social Spammer Detection AAAI 2020 Graphical continuous Lyapunov models UAI 2020