Estimation in Rotationally Invariant Generalized Linear Models via Approximate Message Passing

8 December 2021

Papers citing "Estimation in Rotationally Invariant Generalized Linear Models via Approximate Message Passing"

18 / 18 papers shown

Title
Spectral Estimators for Multi-Index Models: Precise Asymptotics and Optimal Weak Recovery Filip Kovačević Yihan Zhang Marco Mondelli 70 0 0 03 Feb 2025
Unifying AMP Algorithms for Rotationally-Invariant Models Songbin Liu Junjie Ma 77 0 0 02 Dec 2024
ROTI-GCV: Generalized Cross-Validation for right-ROTationally Invariant Data Kevin Luo Yufan Li Pragya Sur 29 3 0 17 Jun 2024
Information limits and Thouless-Anderson-Palmer equations for spiked matrix models with structured noise Jean Barbier Francesco Camilli Marco Mondelli Yizhou Xu 32 2 0 31 May 2024
Matrix Denoising with Doubly Heteroscedastic Noise: Fundamental Limits and Optimal Spectral Methods Yihan Zhang Marco Mondelli 38 3 0 22 May 2024
Stability of a Generalized Debiased Lasso with Applications to Resampling-Based Variable Selection Jingbo Liu 16 0 0 05 May 2024
Spectral Phase Transition and Optimal PCA in Block-Structured Spiked models Pierre Mergny Justin Ko Florent Krzakala 33 2 0 06 Mar 2024
Compression of Structured Data with Autoencoders: Provable Benefit of Nonlinearities and Depth Kevin Kögler A. Shevchenko Hamed Hassani Marco Mondelli MLT 27 0 0 07 Feb 2024
Moment-Based Adjustments of Statistical Inference in High-Dimensional Generalized Linear Models Kazuma Sawaya Yoshimasa Uematsu Masaaki Imaizumi 29 2 0 28 May 2023
Optimal Algorithms for the Inhomogeneous Spiked Wigner Model Aleksandr Pak Justin Ko Florent Krzakala 15 9 0 13 Feb 2023
QCM-SGM+: Improved Quantized Compressed Sensing With Score-Based Generative Models Xiangming Meng Y. Kabashima 45 1 0 02 Feb 2023
Approximate Message Passing for Multi-Layer Estimation in Rotationally Invariant Models Yizhou Xu Tianqi Hou Shansuo Liang Marco Mondelli 12 4 0 03 Dec 2022
Bayes-optimal limits in structured PCA, and how to reach them Jean Barbier Francesco Camilli Marco Mondelli Manuel Sáenz 23 5 0 03 Oct 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 41 14 0 20 May 2022
Sufficient-Statistic Memory AMP Lei Liu Shunqi Huang YuZhi Yang Zhaoyang Zhang B. Kurkoski 16 7 0 31 Dec 2021
Towards Designing Optimal Sensing Matrices for Generalized Linear Inverse Problems Junjie Ma Ji Xu A. Maleki 13 3 0 05 Nov 2021
Approximate Message Passing for orthogonally invariant ensembles: Multivariate non-linearities and spectral initialization Xinyi Zhong Tianhao Wang Zhou-Yang Fan 29 20 0 05 Oct 2021
Universality of Linearized Message Passing for Phase Retrieval with Structured Sensing Matrices Rishabh Dudeja Milad Bakhshizadeh 29 12 0 24 Aug 2020