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Memory-free dynamics for the Thouless-Anderson-Palmer equations of Ising models with arbitrary rotation-invariant ensembles of random coupling matrices.

作者信息

Çakmak Burak, Opper Manfred

机构信息

Artificial Intelligence Group, Technische Universität Berlin, 10587 Berlin, Germany.

出版信息

Phys Rev E. 2019 Jun;99(6-1):062140. doi: 10.1103/PhysRevE.99.062140.

Abstract

We propose an iterative algorithm for solving the Thouless-Anderson-Palmer equations of Ising models with arbitrary rotation-invariant (random) coupling matrices. In the thermodynamic limit, we prove by means of the dynamical functional method that the proposed algorithm converges when the so-called de Almeida Thouless criterion is fulfilled. Moreover, we give exact analytical expressions for the rate of the convergence.

摘要

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