probabilistic programming

LF-PPL: A Low-Level First Order Probabilistic Programming Language for Non-Differentiable Models AISTATS 2019 Parameter elimination in particle Gibbs sampling NeurIPS 2019 Predicate Exchange: Inference with Declarative Knowledge ICML 2019 Probabilistic Logic Programming with Beta-Distributed Random Variables AAAI 2019 Probabilistic Programming for Birth-Death Models of Evolution Using an Alive Particle Filter with Delayed Sampling UAI 2019 Pyro: Deep Universal Probabilistic Programming JMLR 2019 Ranked Programming IJCAI 2019 Reversible Jump Probabilistic Programming AISTATS 2019 Tensor Variable Elimination for Plated Factor Graphs ICML 2019 Autoconj: Recognizing and Exploiting Conjugacy Without a Domain-Specific Language NeurIPS 2018 Bayesian Inference of Temporal Task Specifications from Demonstrations NeurIPS 2018 Delayed Sampling and Automatic Rao-Blackwellization of Probabilistic Programs AISTATS 2018 Discrete-Continuous Mixtures in Probabilistic Programming: Generalized Semantics and Inference Algorithms ICML 2018 Probabilistic Machine Learning: Models, Algorithms and a Programming Library IJCAI 2018 Simple, Distributed, and Accelerated Probabilistic Programming NeurIPS 2018 Sound Abstraction and Decomposition of Probabilistic Programs ICML 2018 Structured Factored Inference for Probabilistic Programming AISTATS 2018 Turing: A Language for Flexible Probabilistic Inference AISTATS 2018 Automatic Differentiation Variational Inference JMLR 2017 Detecting Dependencies in Sparse, Multivariate Databases Using Probabilistic Programming and Non-parametric Bayes AISTATS 2017 Inference Compilation and Universal Probabilistic Programming AISTATS 2017 Solving Probability Problems in Natural Language IJCAI 2017 A Probabilistic Programming Approach To Probabilistic Data Analysis NeurIPS 2016 Black-Box Policy Search with Probabilistic Programs AISTATS 2016 C3: Lightweight Incrementalized MCMC for Probabilistic Programs using Continuations and Callsite Caching AISTATS 2016