research
∙
04/24/2023
Inference in Linear Observations with Multiple Signal Sources: Analysis of Approximate Message Passing and Applications to Unsourced Random Access in Cell-Free Systems
Here we consider a problem of multiple measurement vector (MMV) compress...
share
research
∙
02/16/2022
Analysis of Random Sequential Message Passing Algorithms for Approximate Inference
We analyze the dynamics of a random sequential message passing algorithm...
research
∙
01/05/2021
Exact solution to the random sequential dynamics of a message passing algorithm
We analyze the random sequential dynamics of a message passing algorithm...
research
∙
05/04/2020
A Dynamical Mean-Field Theory for Learning in Restricted Boltzmann Machines
We define a message-passing algorithm for computing magnetizations in Re...
research
∙
02/03/2020
Understanding the dynamics of message passing algorithms: a free probability heuristics
We use freeness assumptions of random matrix theory to analyze the dynam...
research
∙
01/14/2020
Analysis of Bayesian Inference Algorithms by the Dynamical Functional Approach
We analyze the dynamics of an algorithm for approximate inference with l...
research
∙
01/24/2019
Convergent Dynamics for Solving the TAP Equations of Ising Models with Arbitrary Rotation Invariant Coupling Matrices
We propose an iterative algorithm for solving the Thouless-Anderson-Palm...
research
∙
01/16/2018
