conftrace_

probabilistic programming

87 papers

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Also known as

PPS PP

Co-occurring keywords

bayesian inference (1907) markov chain monte carlo (725) variational inference (2069) generative model (2892) graphical model (864) sequential monte carlo (90) hamiltonian monte carlo (92) amortized inference (102) inference compilation (5) posterior inference (138)

Papers

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