An Instability in Variational Inference for Topic Models

2 February 2018

Papers citing "An Instability in Variational Inference for Topic Models"

22 / 22 papers shown

Title
Provably Efficient Posterior Sampling for Sparse Linear Regression via Measure Decomposition Andrea Montanari Yuchen Wu 122 4 0 27 Jun 2024
On Naive Mean-Field Approximation for high-dimensional canonical GLMs Soumendu Sundar Mukherjee Jiaze Qiu Subhabrata Sen 85 1 0 21 Jun 2024
U-Nets as Belief Propagation: Efficient Classification, Denoising, and Diffusion in Generative Hierarchical Models Song Mei 3DV AI4CE DiffM 168 13 0 29 Apr 2024
Sub-optimality of the Naive Mean Field approximation for proportional high-dimensional Linear Regression Jiaze Qiu 73 3 0 15 Oct 2023
A Mean Field Approach to Empirical Bayes Estimation in High-dimensional Linear Regression Soumendu Sundar Mukherjee Bodhisattva Sen Subhabrata Sen 123 6 0 28 Sep 2023
Deep Networks as Denoising Algorithms: Sample-Efficient Learning of Diffusion Models in High-Dimensional Graphical Models Song Mei Yuchen Wu DiffM 116 28 0 20 Sep 2023
On the Convergence of Coordinate Ascent Variational Inference A. Bhattacharya D. Pati Yun Yang 96 13 0 01 Jun 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 108 7 0 22 Jul 2022
The TAP free energy for high-dimensional linear regression Jia Qiu Subhabrata Sen 72 9 0 14 Mar 2022
Local convexity of the TAP free energy and AMP convergence for Z2-synchronization Michael Celentano Z. Fan Song Mei FedML 143 26 0 21 Jun 2021
Variational Inference in high-dimensional linear regression Soumendu Sundar Mukherjee S. Sen BDL 89 26 0 25 Apr 2021
Empirical Bayes PCA in high dimensions Xinyi Zhong Chang Su Z. Fan 187 19 0 21 Dec 2020
Statistical optimality and stability of tangent transform algorithms in logit models I. Ghosh A. Bhattacharya D. Pati 85 3 0 25 Oct 2020
Spike and slab variational Bayes for high dimensional logistic regression Kolyan Ray Botond Szabó Gabriel Clara 155 31 0 22 Oct 2020
Evidence bounds in singular models: probabilistic and variational perspectives A. Bhattacharya D. Pati Sean Plummer 38 2 0 11 Aug 2020
Dynamics of coordinate ascent variational inference: A case study in 2D Ising models Sean Plummer D. Pati A. Bhattacharya 128 22 0 13 Jul 2020
Mini-batch Metropolis-Hastings MCMC with Reversible SGLD Proposal Tung-Yu Wu Y. X. R. Wang W. Wong 123 13 0 08 Aug 2019
A Theoretical Case Study of Structured Variational Inference for Community Detection Mingzhang Yin Y. X. R. Wang Purnamrita Sarkar 183 8 0 29 Jul 2019
Variational Bayes under Model Misspecification Yixin Wang David M. Blei 144 46 0 26 May 2019
When random initializations help: a study of variational inference for community detection Purnamrita Sarkar Y. X. R. Wang Soumendu Sundar Mukherjee BDL 119 6 0 16 May 2019
TAP free energy, spin glasses, and variational inference Z. Fan Song Mei Andrea Montanari 58 29 0 23 Aug 2018
Frequentist Consistency of Variational Bayes Yixin Wang David M. Blei BDL 311 217 0 09 May 2017