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Probabilistic Programming

Probabilistic programming languages are designed to describe probabilistic models and then perform inference in those models. PPLs are closely related to graphical models and Bayesian networks, but are more expressive and flexible.

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Papers

Showing 51100 of 273 papers

TitleStatusHype
Differentiable Quantum Programming with Unbounded LoopsCode0
Detecting Dependencies in Sparse, Multivariate Databases Using Probabilistic Programming and Non-parametric BayesCode0
Stochastic Probabilistic ProgramsCode0
Probabilistic programming for birth-death models of evolution using an alive particle filter with delayed samplingCode0
Probabilistic Programs with Stochastic ConditioningCode0
Automating Model Comparison in Factor GraphsCode0
Parameter elimination in particle Gibbs samplingCode0
MultiVerse: Causal Reasoning using Importance Sampling in Probabilistic ProgrammingCode0
Modular Deep Probabilistic ProgrammingCode0
Myopic Bayesian Design of Experiments via Posterior Sampling and Probabilistic ProgrammingCode0
Probabilistic Data Analysis with Probabilistic ProgrammingCode0
Reversible Jump Probabilistic ProgrammingCode0
Deep Amortized Inference for Probabilistic ProgramsCode0
An Introduction to Probabilistic ProgrammingCode0
LF-PPL: A Low-Level First Order Probabilistic Programming Language for Non-Differentiable ModelsCode0
Ice Core Dating using Probabilistic ProgrammingCode0
Dataflow Matrix Machines as a Generalization of Recurrent Neural NetworksCode0
A New Distribution-Free Concept for Representing, Comparing, and Propagating Uncertainty in Dynamical Systems with Kernel Probabilistic ProgrammingCode0
Improved Marginal Unbiased Score Expansion (MUSE) via Implicit DifferentiationCode0
Markov Senior -- Learning Markov Junior Grammars to Generate User-specified ContentCode0
Financial Data Analysis Using Expert Bayesian Framework For Bankruptcy PredictionCode0
Automatically Marginalized MCMC in Probabilistic ProgrammingCode0
Amortized Rejection Sampling in Universal Probabilistic ProgrammingCode0
Hamiltonian Monte Carlo Inference of Marginalized Linear Mixed-Effects ModelsCode0
Compiling Stan to Generative Probabilistic Languages and Extension to Deep Probabilistic ProgrammingCode0
Inference Compilation and Universal Probabilistic ProgrammingCode0
Functional Tensors for Probabilistic ProgrammingCode0
Joint Distributions for TensorFlow ProbabilityCode0
Automatic Reparameterisation of Probabilistic ProgramsCode0
Accelerating Metropolis-Hastings with Lightweight Inference CompilationCode0
Automatic structured variational inferenceCode0
Delayed Sampling and Automatic Rao-Blackwellization of Probabilistic ProgramsCode0
Compositional Semantics for Probabilistic Programs with Exact ConditioningCode0
Composable Effects for Flexible and Accelerated Probabilistic Programming in NumPyroCode0
Etalumis: Bringing Probabilistic Programming to Scientific Simulators at ScaleCode0
Exploring Bayesian approaches to eQTL mapping through probabilistic programmingCode0
Hamiltonian Monte Carlo for Probabilistic Programs with DiscontinuitiesCode0
A Factor Graph Approach to Automated Design of Bayesian Signal Processing AlgorithmsCode0
Machine Teaching of Active Sequential LearnersCode0
Diffusion models for probabilistic programmingCode0
Robust leave-one-out cross-validation for high-dimensional Bayesian modelsCode0
Probabilistic Search for Structured Data via Probabilistic Programming and Nonparametric BayesCode0
Complex Coordinate-Based Meta-Analysis with Probabilistic Programming0
Compartmental Models for COVID-19 and Control via Policy Interventions0
Augur: a Modeling Language for Data-Parallel Probabilistic Inference0
C3: Lightweight Incrementalized MCMC for Probabilistic Programs using Continuations and Callsite Caching0
A Step from Probabilistic Programming to Cognitive Architectures0
A meta-probabilistic-programming language for bisimulation of probabilistic and non-well-founded type systems0
Bob and Alice Go to a Bar: Reasoning About Future With Probabilistic Programs0
A Scenario-Based Platform for Testing Autonomous Vehicle Behavior Prediction Models in Simulation0
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