An Introduction to Probabilistic Programming

27 September 2018

Jan-Willem van de Meent

Papers citing "An Introduction to Probabilistic Programming"

28 / 28 papers shown

Title
Scaling Integer Arithmetic in Probabilistic Programs William X. Cao Poorva Garg Ryan Tjoa Steven Holtzen T. Millstein Mathias Niepert TPM 21 6 0 25 Jul 2023
Push: Concurrent Probabilistic Programming for Bayesian Deep Learning Daniel Huang Christian Camaño Jonathan Tsegaye Jonathan Austin Gale AI4CE 35 0 0 10 Jun 2023
Exact Bayesian Inference on Discrete Models via Probability Generating Functions: A Probabilistic Programming Approach Fabian Zaiser A. Murawski Luke Ong TPM 17 6 0 26 May 2023
The Compositional Structure of Bayesian Inference Dylan Braithwaite Jules Hedges T. S. C. Smithe 24 7 0 10 May 2023
Scallop: A Language for Neurosymbolic Programming Ziyang Li Jiani Huang Mayur Naik ReLM LRM NAI 24 30 0 10 Apr 2023
Efficient Data Mosaicing with Simulation-based Inference Andrew Gambardella Youngjun Choi Doyo Choi Jinjoon Lee 23 0 0 26 Oct 2022
Graphically Structured Diffusion Models Christian D. Weilbach William Harvey Frank Wood DiffM 35 7 0 20 Oct 2022
Smoothness Analysis for Probabilistic Programs with Application to Optimised Variational Inference Wonyeol Lee Xavier Rival Hongseok Yang 21 9 0 22 Aug 2022
Language Model Cascades David Dohan Winnie Xu Aitor Lewkowycz Jacob Austin David Bieber ... Henryk Michalewski Rif A. Saurous Jascha Narain Sohl-Dickstein Kevin Patrick Murphy Charles Sutton ReLM LRM 38 99 0 21 Jul 2022
Guaranteed Bounds for Posterior Inference in Universal Probabilistic Programming Raven Beutner Luke Ong Fabian Zaiser 24 11 0 06 Apr 2022
On Reinforcement Learning, Effect Handlers, and the State Monad Ugo Dal Lago Francesco Gavazzo Alexis Ghyselen 26 1 0 29 Mar 2022
Compartmental Models for COVID-19 and Control via Policy Interventions Swapneel Mehta Noah Kasmanoff 18 0 0 06 Mar 2022
Elliptical Slice Sampling for Probabilistic Verification of Stochastic Systems with Signal Temporal Logic Specifications Guy Scher Sadra Sadraddini Russ Tedrake H. Kress-Gazit 18 6 0 28 Feb 2022
Mixed Nondeterministic-Probabilistic Automata: Blending graphical probabilistic models with nondeterminism A. Benveniste Jean-Baptiste Raclet TPM 21 1 0 19 Jan 2022
Detecting and Quantifying Malicious Activity with Simulation-based Inference Andrew Gambardella Bogdan State Naemullah Khan Leo Tsourides Philip Torr A. G. Baydin 25 2 0 06 Oct 2021
The Bayesian Learning Rule Mohammad Emtiyaz Khan Håvard Rue BDL 63 73 0 09 Jul 2021
Modularity in Reinforcement Learning via Algorithmic Independence in Credit Assignment Michael Chang Sid Kaushik Sergey Levine Thomas L. Griffiths 31 8 0 28 Jun 2021
Differentiable Particle Filtering via Entropy-Regularized Optimal Transport Adrien Corenflos James Thornton George Deligiannidis Arnaud Doucet OT 41 66 0 15 Feb 2021
Factor Graph Grammars David Chiang Darcey Riley LRM 18 10 0 22 Oct 2020
Neuro-symbolic Neurodegenerative Disease Modeling as Probabilistic Programmed Deep Kernels Alexander Lavin BDL MedIm 8 9 0 16 Sep 2020
Incremental Sampling Without Replacement for Sequence Models Kensen Shi David Bieber Charles Sutton VLM SyDa BDL 16 24 0 21 Feb 2020
Composable Effects for Flexible and Accelerated Probabilistic Programming in NumPyro Du Phan Neeraj Pradhan M. Jankowiak 25 349 0 24 Dec 2019
Bayesian nonparametric estimation in the current status continuous mark model G. Jongbloed Frank van der Meulen L. Pang 25 1 0 23 Nov 2019
Divide, Conquer, and Combine: a New Inference Strategy for Probabilistic Programs with Stochastic Support Yuanshuo Zhou Hongseok Yang Yee Whye Teh Tom Rainforth TPM 29 19 0 29 Oct 2019
Distributions.jl: Definition and Modeling of Probability Distributions in the JuliaStats Ecosystem Mathieu Besançon Theodore Papamarkou D. Anthoff Alex Arslan Simon Byrne Dahua Lin John Pearson GP 19 78 0 19 Jul 2019
LF-PPL: A Low-Level First Order Probabilistic Programming Language for Non-Differentiable Models Yuanshuo Zhou Bradley Gram-Hansen Tobias Kohn Tom Rainforth Hongseok Yang Frank Wood 31 24 0 06 Mar 2019
Nested Reasoning About Autonomous Agents Using Probabilistic Programs I. Seaman Jan-Willem van de Meent David Wingate LRM 19 12 0 04 Dec 2018
Efficient Probabilistic Inference in the Quest for Physics Beyond the Standard Model A. G. Baydin Lukas Heinrich W. Bhimji Lei Shao Saeid Naderiparizi ... Philip Torr Victor W. Lee P. Prabhat Kyle Cranmer Frank Wood 26 31 0 20 Jul 2018