Physics – Condensed Matter – Disordered Systems and Neural Networks
Scientific paper
2012-04-02
Physics
Condensed Matter
Disordered Systems and Neural Networks
21 pages, 11 figures
Scientific paper
We present and solve the Replica Symmetric equations in the context of the Replica Cluster Variational Method for the 2D random bond Ising model (including the 2D Edwards-Anderson spin glass model). First we solve a linearized version of these equations to obtain the phase diagrams of the model on the square and triangular lattices. In both cases the spin-glass transition temperatures and the tricritical point estimations improve largely over the Bethe predictions. Moreover, we show that this phase diagram is consistent with the behavior of inference algorithms on single instances of the problem. Finally, we present a method to consistently find approximate solutions to the equations in the glassy phase. The method is applied to the triangular lattice down to T=0, also in the presence of an external field.
Lage-castellanos Alejandro
Mulet Roberto
Ricci-Tersenghi Federico
Rizzo Tommaso
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