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Exact solution to the random sequential dynamics of a message passing algorithm

Burak Çakmak1 and Manfred Opper1,2

  • 1Artificial Intelligence Group, Technische Universität Berlin, 10587, Germany
  • 2Centre for Systems Modelling and Quantitative Biomedicine, University of Birmingham, B15 2TT, United Kingdom

Phys. Rev. E 103, L030101 – Published 2 March, 2021

DOI: https://doi.org/10.1103/PhysRevE.103.L030101

Abstract

We analyze the random sequential dynamics of a message passing algorithm for Ising models with random interactions in the large system limit. We derive exact results for the two-time correlation functions and the speed of convergence. The de Almedia-Thouless stability criterion of the static problem is found to be necessary and sufficient for the global convergence of the random sequential dynamics.

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