Batch, match, and patch: low-rank approximations for score-based variational inference

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Batch, match, and patch: low-rank approximations for score-based variational inference

29 October 2024

Lawrence K. Saul

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Papers citing "Batch, match, and patch: low-rank approximations for score-based variational inference"

16 / 16 papers shown

Title
EigenVI: score-based variational inference with orthogonal function expansions Diana Cai Chirag Modi C. Margossian Robert Mansel Gower David M. Blei Lawrence K. Saul BDL 70 7 0 31 Oct 2024
Variational Inference for Uncertainty Quantification: an Analysis of Trade-offs C. Margossian Loucas Pillaud-Vivien Lawrence K. Saul UD 118 2 0 20 Mar 2024
Batch and match: black-box variational inference with a score-based divergence Diana Cai Chirag Modi Loucas Pillaud-Vivien C. Margossian Robert Mansel Gower David M. Blei Lawrence K. Saul 64 10 0 22 Feb 2024
Provably Scalable Black-Box Variational Inference with Structured Variational Families Joohwan Ko Kyurae Kim W. Kim Jacob R. Gardner BDL 63 3 0 19 Jan 2024
Variational Inference with Gaussian Score Matching Chirag Modi C. Margossian Yuling Yao Robert Mansel Gower David M. Blei Lawrence K. Saul 66 13 0 15 Jul 2023
Statistical and Computational Trade-offs in Variational Inference: A Case Study in Inferential Model Selection Kush S. Bhatia Nikki Lijing Kuang Yi-An Ma Yixin Wang 41 6 0 22 Jul 2022
Decision-Making with Auto-Encoding Variational Bayes Romain Lopez Pierre Boyeau Nir Yosef Michael I. Jordan Jeffrey Regier BDL 437 10,591 0 17 Feb 2020
Variational approximations using Fisher divergence Yue Yang Ryan Martin H. Bondell 26 15 0 13 May 2019
Variational Boosting: Iteratively Refining Posterior Approximations Andrew C. Miller N. Foti Ryan P. Adams 51 125 0 20 Nov 2016
Gaussian variational approximation with sparse precision matrices Linda S. L. Tan David J. Nott 102 77 0 18 May 2016
Automatic Differentiation Variational Inference A. Kucukelbir Dustin Tran Rajesh Ranganath Andrew Gelman David M. Blei 114 718 0 02 Mar 2016
Variational Hamiltonian Monte Carlo via Score Matching Cheng Zhang Babak Shahbaba Hongkai Zhao BDL 50 26 0 06 Feb 2016
Variational Inference: A Review for Statisticians David M. Blei A. Kucukelbir Jon D. McAuliffe BDL 285 4,807 0 04 Jan 2016
Structured Stochastic Variational Inference Matthew D. Hoffman David M. Blei BDL 87 87 0 16 Apr 2014
Black Box Variational Inference Rajesh Ranganath S. Gerrish David M. Blei DRL BDL 144 1,167 0 31 Dec 2013
Elliptical slice sampling Iain Murray Ryan P. Adams D. MacKay 128 465 0 31 Dec 2009

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