Fast and Correct Gradient-Based Optimisation for Probabilistic Programming via Smoothing

9 January 2023

Papers citing "Fast and Correct Gradient-Based Optimisation for Probabilistic Programming via Smoothing"

15 / 15 papers shown

Title
Towards Verified Stochastic Variational Inference for Probabilistic Programs Wonyeol Lee Hangyeol Yu Xavier Rival Hongseok Yang 41 26 0 20 Jul 2019
Semantics of higher-order probabilistic programs with conditioning Fredrik Dahlqvist D. Kozen AI4CE 32 51 0 28 Feb 2019
Pyro: Deep Universal Probabilistic Programming Eli Bingham Jonathan P. Chen M. Jankowiak F. Obermeyer Neeraj Pradhan Theofanis Karaletsos Rohit Singh Paul A. Szerlip Paul Horsfall Noah D. Goodman BDL GP 155 1,053 0 18 Oct 2018
Reparameterization Gradient for Non-differentiable Models Wonyeol Lee Hangyeol Yu Hongseok Yang DRL 77 32 0 01 Jun 2018
Advances in Variational Inference Cheng Zhang Judith Butepage Hedvig Kjellström Stephan Mandt BDL 175 691 0 15 Nov 2017
A Convenient Category for Higher-Order Probability Theory C. Heunen Ohad Kammar S. Staton Hongseok Yang 53 161 0 10 Jan 2017
Categorical Reparameterization with Gumbel-Softmax Eric Jang S. Gu Ben Poole BDL 315 5,364 0 03 Nov 2016
The Concrete Distribution: A Continuous Relaxation of Discrete Random Variables Chris J. Maddison A. Mnih Yee Whye Teh BDL 186 2,531 0 02 Nov 2016
Semantics for probabilistic programming: higher-order functions, continuous distributions, and soft constraints S. Staton Hongseok Yang C. Heunen Ohad Kammar Frank Wood 44 136 0 19 Jan 2016
Variational Inference: A Review for Statisticians David M. Blei A. Kucukelbir Jon D. McAuliffe BDL 269 4,787 0 04 Jan 2016
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.8K 150,039 0 22 Dec 2014
Neural Variational Inference and Learning in Belief Networks A. Mnih Karol Gregor BDL 171 730 0 31 Jan 2014
Black Box Variational Inference Rajesh Ranganath S. Gerrish David M. Blei DRL BDL 134 1,166 0 31 Dec 2013
Auto-Encoding Variational Bayes Diederik P. Kingma Max Welling BDL 452 16,933 0 20 Dec 2013
Automated Variational Inference in Probabilistic Programming David Wingate T. Weber BDL TPM 85 138 0 07 Jan 2013