Simple, Distributed, and Accelerated Probabilistic Programming

Simple, Distributed, and Accelerated Probabilistic Programming

5 November 2018

Matthew Hoffman

Christopher Suter

Srinivas Vasudevan

Rif A. Saurous

Papers citing "Simple, Distributed, and Accelerated Probabilistic Programming"

13 / 13 papers shown

Title
A Heavy-Tailed Algebra for Probabilistic Programming Feynman T. Liang Liam Hodgkinson Michael W. Mahoney 18 3 0 15 Jun 2023
BayesLDM: A Domain-Specific Language for Probabilistic Modeling of Longitudinal Data Ka-Yee Tung Steven De La Torre Mohamed El Mistiri Rebecca Braga De Braganca Eric B. Hekler Misha Pavel D. Rivera Pedja Klasnja D. Spruijt-Metz Benjamin M. Marlin 17 1 0 12 Sep 2022
Smoothness Analysis for Probabilistic Programs with Application to Optimised Variational Inference Wonyeol Lee Xavier Rival Hongseok Yang 18 9 0 22 Aug 2022
Tensor Program Optimization with Probabilistic Programs Junru Shao Xiyou Zhou Siyuan Feng Bohan Hou Ruihang Lai Hongyi Jin Wuwei Lin Masahiro Masuda Cody Hao Yu Tianqi Chen 37 29 0 26 May 2022
TyXe: Pyro-based Bayesian neural nets for Pytorch H. Ritter Theofanis Karaletsos OOD MU BDL 26 6 0 01 Oct 2021
RecSim NG: Toward Principled Uncertainty Modeling for Recommender Ecosystems Martin Mladenov Chih-Wei Hsu Vihan Jain Eugene Ie Christopher Colby Nicolas Mayoraz H. Pham Dustin Tran Ivan Vendrov Craig Boutilier BDL 15 31 0 14 Mar 2021
Variational State-Space Models for Localisation and Dense 3D Mapping in 6 DoF Atanas Mirchev Baris Kayalibay Patrick van der Smagt Justin Bayer BDL DRL 12 9 0 17 Jun 2020
Joint Distributions for TensorFlow Probability Dan Piponi Dave Moore Joshua V. Dillon GP 27 16 0 22 Jan 2020
Composable Effects for Flexible and Accelerated Probabilistic Programming in NumPyro Du Phan Neeraj Pradhan M. Jankowiak 16 349 0 24 Dec 2019
InferPy: Probabilistic Modeling with Deep Neural Networks Made Easy Javier Cózar Rafael Cabañas Antonio Salmerón A. Masegosa BDL 19 3 0 29 Aug 2019
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 D. Wood 26 31 0 20 Jul 2018
Neural Architecture Search with Reinforcement Learning Barret Zoph Quoc V. Le 271 5,329 0 05 Nov 2016
Pixel Recurrent Neural Networks Aaron van den Oord Nal Kalchbrenner Koray Kavukcuoglu SSeg GAN 236 2,547 0 25 Jan 2016