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authorkurchan.jorge <kurchan.jorge@gmail.com>2020-12-09 12:28:00 +0000
committeroverleaf <overleaf@localhost>2020-12-09 12:28:56 +0000
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@@ -39,8 +39,7 @@ different topological properties.
Spin-glasses have long been considered the paradigm of `complex landscapes' of many variables, a subject that
includes Neural Networks and optimization problems, most notably Constraint Satisfaction ones.
-The most tractable family of these are the mean-field spherical p-spin models
-
+The most tractable family of these are the mean-field spherical p-spin models \cite{crisanti1992sphericalp}
defined by the energy:
\begin{equation} \label{eq:bare.hamiltonian}
H_0 = \sum_p \frac{c_p}{p!}\sum_{i_1\cdots i_p}^NJ_{i_1\cdots i_p}z_{i_1}\cdots z_{i_p},
@@ -50,11 +49,12 @@ to a sphere $\sum_i z_i^2=N$. If there is a single term of a given $p$, this is
Also in the algebra \cite{cartwright2013number} and probability literature \cite{auffinger2013complexity,auffinger2013random}
This problem has been attacked from several angles: the replica trick to
-compute the Boltzmann--Gibbs distribution, a Kac--Rice \cite{Kac_1943_On,
+compute the Boltzmann--Gibbs distribution\cite{crisanti1992sphericalp}, a Kac--Rice \cite{Kac_1943_On,
Rice_1939_The, Fyodorov_2004_Complexity} procedure (similar to the Fadeev--Popov
-integral) to compute the number of saddle-points of the energy function, and
+integral) to compute the number of saddle-points of the energy function
+\cite{crisanti1995thouless}, and
the gradient-descent -- or more generally Langevin -- dynamics staring from a
-high-energy configuration. Thanks to the relative simplicity of the energy,
+high-energy configuration \cite{cugliandolo1993analytical}. Thanks to the relative simplicity of the energy,
all these approaches are possible analytically in the large $N$ limit.
In this paper we shall extend the study to the case where $z\in\mathbb C^N$ are and $J$ is a symmetric tensor