Statistical Guarantees and Algorithmic Convergence Issues of Variational Boosting

19 October 2020

Papers citing "Statistical Guarantees and Algorithmic Convergence Issues of Variational Boosting"

21 / 21 papers shown

Title
Validated Variational Inference via Practical Posterior Error Bounds Jonathan H. Huggins Mikolaj Kasprzak Trevor Campbell Tamara Broderick 47 37 0 09 Oct 2019
Universal Boosting Variational Inference Trevor Campbell Xinglong Li 21 30 0 04 Jun 2019
Doubly Semi-Implicit Variational Inference Dmitry Molchanov V. Kharitonov Artem Sobolev Dmitry Vetrov BDL 36 38 0 05 Oct 2018
Practical bounds on the error of Bayesian posterior approximations: A nonasymptotic approach Jonathan H. Huggins Trevor Campbell Mikolaj Kasprzak Tamara Broderick 45 28 0 25 Sep 2018
Unbiased Implicit Variational Inference Michalis K. Titsias Francisco J. R. Ruiz BDL 93 53 0 06 Aug 2018
Boosting Black Box Variational Inference Francesco Locatello Gideon Dresdner Rajiv Khanna Isabel Valera Gunnar Rätsch 71 31 0 06 Jun 2018
Semi-Implicit Variational Inference Mingzhang Yin Mingyuan Zhou BDL 67 126 0 28 May 2018
Mean Field Multi-Agent Reinforcement Learning Yaodong Yang Rui Luo Minne Li M. Zhou Weinan Zhang Jun Wang AI4CE 49 571 0 15 Feb 2018
On Statistical Optimality of Variational Bayes D. Pati A. Bhattacharya Yun Yang 45 63 0 25 Dec 2017
Convergence Rates of Variational Posterior Distributions Fengshuo Zhang Chao Gao 39 104 0 07 Dec 2017
$α$ -Variational Inference with Statistical Guarantees Yun Yang D. Pati A. Bhattacharya 19 25 0 09 Oct 2017
Boosting Variational Inference: an Optimization Perspective Francesco Locatello Rajiv Khanna Joydeep Ghosh Gunnar Rätsch 43 35 0 05 Aug 2017
Concentration of tempered posteriors and of their variational approximations Pierre Alquier James Ridgway 57 124 0 28 Jun 2017
Frequentist Consistency of Variational Bayes Yixin Wang David M. Blei BDL 66 204 0 09 May 2017
Variational Inference using Implicit Distributions Ferenc Huszár DRL GAN 105 135 0 27 Feb 2017
Variational Boosting: Iteratively Refining Posterior Approximations Andrew C. Miller N. Foti Ryan P. Adams 43 125 0 20 Nov 2016
Boosting Variational Inference Fangjian Guo Xiangyu Wang Kai Fan Tamara Broderick David B. Dunson BDL 108 75 0 17 Nov 2016
Variational Inference: A Review for Statisticians David M. Blei A. Kucukelbir Jon D. McAuliffe BDL 181 4,748 0 04 Jan 2016
Variational Gaussian Copula Inference Shaobo Han X. Liao David B. Dunson Lawrence Carin 50 56 0 19 Jun 2015
Black Box Variational Inference Rajesh Ranganath S. Gerrish David M. Blei DRL BDL 68 1,157 0 31 Dec 2013
Adaptive Bayesian multivariate density estimation with Dirichlet mixtures Weining Shen S. Tokdar S. Ghosal 57 143 0 29 Sep 2011