Ground state of the Bethe-lattice spin glass and running time of an exact optimization algorithm

TL;DR

This paper investigates the ground states of Bethe-lattice spin glasses using exact algorithms, identifying phase transitions and analyzing how computational complexity varies across phases.

Contribution

It introduces a branch-and-cut method for exact ground state computation on Bethe-lattice spin glasses and analyzes the phase transition and algorithm running time behavior.

Findings

Phase transition at   0.77 for z=4 and 0.56 for z=6.

Median running time shifts from polynomial to super-polynomial near the phase transition.

Energy and magnetization are estimated using Bethe-Peierls approximation.

Abstract

We study the Ising spin glass on random graphs with fixed connectivity z and with a Gaussian distribution of the couplings, with mean \mu and unit variance. We compute exact ground states by using a sophisticated branch-and-cut method for z=4,6 and system sizes up to N=1280 for different values of \mu. We locate the spin-glass/ferromagnet phase transition at \mu = 0.77 +/- 0.02 (z=4) and \mu = 0.56 +/- 0.02 (z=6). We also compute the energy and magnetization in the Bethe-Peierls approximation with a stochastic method, and estimate the magnitude of replica symmetry breaking corrections. Near the phase transition, we observe a sharp change of the median running time of our implementation of the algorithm, consistent with a change from a polynomial dependence on the system size, deep in the ferromagnetic phase, to slower than polynomial in the spin-glass phase.