A lower bound shows balanced multi-species spin glasses have free energy at least that of a single-species model with variance-matched couplings, and this bound is sharp in several regimes.
Replica symmetry breaking in multi-species Sherrington-Kirkpatrick model
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abstract
In the Sherrington-Kirkpatrick (SK) and related mixed $p$-spin models, there is interest in understanding replica symmetry breaking at low temperatures. For this reason, the so-called AT line proposed by de Almeida and Thouless as a sufficient (and conjecturally necessary) condition for symmetry breaking, has been a frequent object of study in spin glass theory. In this paper, we consider the analogous condition for the multi-species SK model, which concerns the eigenvectors of a Hessian matrix. The analysis is tractable in the two-species case with positive definite variance structure, for which we derive an explicit AT temperature threshold. To our knowledge, this is the first non-asymptotic symmetry breaking condition produced for a multi-species spin glass. As possible evidence that the condition is sharp, we draw further parallel with the classical SK model and show coincidence with a separate temperature inequality guaranteeing uniqueness of the replica symmetric critical point.
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Balanced multi-species spin glasses
A lower bound shows balanced multi-species spin glasses have free energy at least that of a single-species model with variance-matched couplings, and this bound is sharp in several regimes.