Spin glass to paramagnetic transition in Spherical Sherrington-Kirkpatrick model with ferromagnetic interaction

Iain M. Johnstone,Yegor Klochkov, Alexei Onatski, Damian Pavlyshyn

arxiv(2023)

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摘要
This paper studies spin glass to paramagnetic transition in the Spherical Sherrington-Kirkpatrick model with ferromagnetic Curie-Weiss interaction with coupling constant $J \in [0,1)$ and inverse temperature $\beta$. The disorder of the system is represented by a general Wigner matrix. We confirm a conjecture of \cite{Baik2016} and \cite{Baik2017} that the critical window of temperatures for this transition is $\beta = 1 + bN^{-1/3} \sqrt{\log N}$ with $b\in\mathbb{R}$. For $b\leq 0$, we derive a Gaussian limiting distribution of the free energy. As $b$ increases from $0$ to $\infty$, we describe the transition of the limiting distribution from Gaussian to Tracy-Widom.
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关键词
paramagnetic transition,ferromagnetic interaction,spin,sherrington-kirkpatrick
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