Variational Inference in high-dimensional linear regression

25 April 2021

Papers citing "Variational Inference in high-dimensional linear regression"

13 / 13 papers shown

Title
Stability of Mean-Field Variational Inference Shunan Sheng Bohan Wu Alberto González-Sanz Marcel Nutz 13 0 0 09 Jun 2025
Causal effect estimation under network interference with mean-field methods Sohom Bhattacharya Subhabrata Sen CML 66 2 0 28 Jul 2024
Sampling from the Random Linear Model via Stochastic Localization Up to the AMP Threshold Han Cui Zhiyuan Yu Jingbo Liu 71 1 0 15 Jul 2024
Provably Efficient Posterior Sampling for Sparse Linear Regression via Measure Decomposition Andrea Montanari Yuchen Wu 78 4 0 27 Jun 2024
On Naive Mean-Field Approximation for high-dimensional canonical GLMs Soumendu Sundar Mukherjee Jiaze Qiu Subhabrata Sen 58 1 0 21 Jun 2024
Sub-optimality of the Naive Mean Field approximation for proportional high-dimensional Linear Regression Jiaze Qiu 55 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 82 5 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 84 28 0 20 Sep 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 46 7 0 22 Jul 2022
The price of ignorance: how much does it cost to forget noise structure in low-rank matrix estimation? Jean Barbier Tianqi Hou Marco Mondelli Manuel Sáenz 101 15 0 20 May 2022
The TAP free energy for high-dimensional linear regression Jia Qiu Subhabrata Sen 64 8 0 14 Mar 2022
Performance of Bayesian linear regression in a model with mismatch Jean Barbier Wei-Kuo Chen D. Panchenko Manuel Sáenz 89 22 0 14 Jul 2021
Local convexity of the TAP free energy and AMP convergence for Z2-synchronization Michael Celentano Z. Fan Song Mei FedML 88 23 0 21 Jun 2021