Universality of Linearized Message Passing for Phase Retrieval with Structured Sensing Matrices

24 August 2020

Papers citing "Universality of Linearized Message Passing for Phase Retrieval with Structured Sensing Matrices"

33 / 33 papers shown

Title
Estimation in Rotationally Invariant Generalized Linear Models via Approximate Message Passing R. Venkataramanan Kevin Kögler Marco Mondelli 44 32 0 08 Dec 2021
Approximate Message Passing for orthogonally invariant ensembles: Multivariate non-linearities and spectral initialization Xinyi Zhong Tianhao Wang Zhou-Yang Fan 47 20 0 05 Oct 2021
PCA Initialization for Approximate Message Passing in Rotationally Invariant Models Marco Mondelli R. Venkataramanan 50 19 0 04 Jun 2021
Approximate Message Passing with Spectral Initialization for Generalized Linear Models Marco Mondelli R. Venkataramanan 40 38 0 07 Oct 2020
Approximate Message Passing algorithms for rotationally invariant matrices Z. Fan 8 69 0 27 Aug 2020
Optimal Combination of Linear and Spectral Estimators for Generalized Linear Models Marco Mondelli Christos Thrampoulidis R. Venkataramanan 40 16 0 07 Aug 2020
The Gaussian equivalence of generative models for learning with shallow neural networks Sebastian Goldt Bruno Loureiro Galen Reeves Florent Krzakala M. Mézard Lenka Zdeborová BDL 55 101 0 25 Jun 2020
Phase retrieval in high dimensions: Statistical and computational phase transitions Antoine Maillard Bruno Loureiro Florent Krzakala Lenka Zdeborová 43 58 0 09 Jun 2020
A Dynamical Mean-Field Theory for Learning in Restricted Boltzmann Machines Burak Çakmak Manfred Opper AI4CE 36 11 0 04 May 2020
Universality of Approximate Message Passing Algorithms Wei-Kuo Chen Wai-Kit Lam 39 35 0 23 Mar 2020
Generalisation error in learning with random features and the hidden manifold model Federica Gerace Bruno Loureiro Florent Krzakala M. Mézard Lenka Zdeborová 58 168 0 21 Feb 2020
Understanding the dynamics of message passing algorithms: a free probability heuristics Manfred Opper Burak Çakmak 352 2 0 03 Feb 2020
Analysis of Bayesian Inference Algorithms by the Dynamical Functional Approach Burak Çakmak Manfred Opper 25 4 0 14 Jan 2020
Information Theoretic Limits for Phase Retrieval with Subsampled Haar Sensing Matrices Rishabh Dudeja Junjie Ma A. Maleki 21 8 0 25 Oct 2019
Modelling the influence of data structure on learning in neural networks: the hidden manifold model Sebastian Goldt M. Mézard Florent Krzakala Lenka Zdeborová BDL 57 51 0 25 Sep 2019
Universality in Learning from Linear Measurements Ehsan Abbasi Fariborz Salehi B. Hassibi 124 22 0 20 Jun 2019
On the Universality of Noiseless Linear Estimation with Respect to the Measurement Matrix A. Abbara Antoine Baker Florent Krzakala Lenka Zdeborová 19 12 0 11 Jun 2019
Analysis of Spectral Methods for Phase Retrieval with Random Orthogonal Matrices Rishabh Dudeja Milad Bakhshizadeh Junjie Ma A. Maleki 38 20 0 07 Mar 2019
Memory-free dynamics for the TAP equations of Ising models with arbitrary rotation invariant ensembles of random coupling matrices Burak Çakmak Manfred Opper 22 20 0 24 Jan 2019
Phase Retrieval Under a Generative Prior Paul Hand Oscar Leong V. Voroninski 41 189 0 11 Jul 2018
Estimation of Low-Rank Matrices via Approximate Message Passing Andrea Montanari R. Venkataramanan 47 86 0 06 Nov 2017
Fundamental Limits of Weak Recovery with Applications to Phase Retrieval Marco Mondelli Andrea Montanari 54 119 0 20 Aug 2017
Optimal Errors and Phase Transitions in High-Dimensional Generalized Linear Models Jean Barbier Florent Krzakala N. Macris Léo Miolane Lenka Zdeborová 62 262 0 10 Aug 2017
Phase Transitions of Spectral Initialization for High-Dimensional Nonconvex Estimation Yue M. Lu Gen Li 74 89 0 21 Feb 2017
Phase Retrieval Meets Statistical Learning Theory: A Flexible Convex Relaxation S. Bahmani Justin Romberg 43 120 0 13 Oct 2016
A Geometric Analysis of Phase Retrieval Ju Sun Qing Qu John N. Wright 49 524 0 22 Feb 2016
Universality laws for randomized dimension reduction, with applications Samet Oymak J. Tropp 72 109 0 30 Nov 2015
Optimal Rates of Convergence for Noisy Sparse Phase Retrieval via Thresholded Wirtinger Flow T. Tony Cai Xiaodong Li Zongming Ma 52 232 0 10 Jun 2015
Solving Random Quadratic Systems of Equations Is Nearly as Easy as Solving Linear Systems Yuxin Chen Emmanuel J. Candes 48 589 0 19 May 2015
Phase Retrieval via Wirtinger Flow: Theory and Algorithms Emmanuel Candes Xiaodong Li Mahdi Soltanolkotabi 121 1,282 0 03 Jul 2014
$Phase Retrieval from Coded Diffraction Patterns$ Phase Retrieval from Coded Diffraction Patterns Emmanuel Candes Xiaodong Li Mahdi Soltanolkotabi 47 375 0 11 Oct 2013
Phase Retrieval using Alternating Minimization Praneeth Netrapalli Prateek Jain Sujay Sanghavi 143 632 0 02 Jun 2013
Observed Universality of Phase Transitions in High-Dimensional Geometry, with Implications for Modern Data Analysis and Signal Processing D. Donoho Jared Tanner 69 462 0 14 Jun 2009