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We establish both a Boltzmann-Gibbs principle and a Parisi formula for the limiting free energy of an abstract GREM (Generalized Random Energy Model) which provides an approximation of the TAP (Thouless-Anderson-Palmer) free energies…

无序系统与神经网络 · 物理学 2024-01-25 Giulia Sebastiani , Marius Alexander Schmidt

We introduce a natural nonhierarchical version of Derrida's generalized random energy model. We prove that, in the thermodynamical limit, the free energy is the same as that of a suitably constructed GREM.

概率论 · 数学 2007-05-23 Erwin Bolthausen , Nicola Kistler

We introduce a perceptron version of the Generalized Random Energy Model, and prove a quenched Sanov type large deviation principle for the empirical distribution of the random energies. The dual of the rate function has a representation…

概率论 · 数学 2010-11-29 E. Bolthausen , N. Kistler

In this thesis, we consider several Random Energy Models. This includes Derrida's Random Energy Model (REM) and Generalized Random Energy Model (GREM) and a nonhierarchical version (BK-GREM) by Bolthausen and Kistler. The limiting free…

概率论 · 数学 2007-11-09 Nabin Kumar Jana

We study Derrida's generalized random energy model in the presence of uniform external field. We compute the fluctuations of the ground state and of the partition function in the thermodynamic limit for all admissible values of parameters.…

概率论 · 数学 2014-02-11 Anton Bovier , Anton Klimovsky

In a previous work [A simplified Parisi Ansatz, Franchini, S., Commun. Theor. Phys., 73, 055601 (2021)] we introduced a simple method to compute the Random Overlap Structure of Aizenmann, Simm and Stars and the full RSB Parisi formula for…

统计力学 · 物理学 2025-10-07 Simone Franchini

We determine explicit variational expressions for the free energy of mean-field spin glasses in a transversal magnetic field, whose glass interaction is given by a hierarchical Gaussian potential as in Derrida's Generalized Random Energy…

数学物理 · 物理学 2022-07-20 Chokri Manai , Simone Warzel

We construct a N-dimensional Gaussian landscape with multiscale, translation invariant, logarithmic correlations and investigate the statistical mechanics of a single particle in this environment. In the limit of high dimension N>>1 the…

无序系统与神经网络 · 物理学 2009-11-13 Yan V Fyodorov , Jean-Philippe Bouchaud

The Parisi formula for the free energy of the Sherrington-Kirkpatrick model is completed to a closed-form generating functional. We first find an integral representation for a solution of the Parisi differential equation and represent the…

无序系统与神经网络 · 物理学 2008-09-16 V. Janis

The free energy of any system can be written as the supremum of a functional involving an energy term and an entropy term. Surprisingly, the limit free energy of mean-field spin glasses is expressed as an infimum instead, a phenomenon…

概率论 · 数学 2023-09-06 Jean-Christophe Mourrat

We study mean-field spin glass models with general vector spins and convex covariance function. For those models, it is known that the limit of the free energy can be written as the supremum of a functional, this is the celebrated Parisi…

概率论 · 数学 2024-10-14 Victor Issa

In an earlier work, the statistical physics associated with finite--temperature decoding of code ensembles, along with the relation to their random coding error exponents, were explored in a framework that is analogous to Derrida's random…

信息论 · 计算机科学 2016-11-15 Neri Merhav

We compute the high-dimensional limit of the free energy associated with a multi-layer generalized linear model. Under certain technical assumptions, we identify the limit in terms of a variational formula. The approach is to first show…

概率论 · 数学 2021-08-31 Hong-Bin Chen , Jiaming Xia

We solve the random energy model when the energies of the configurations take only integer values. In the thermodynamic limit, the average overlaps remain size dependent and oscillate as the system size increases. While the extensive part…

无序系统与神经网络 · 物理学 2022-06-22 Bernard Derrida , Peter Mottishaw

We compute the pressure of the random energy model (REM) and generalized random energy model(GREM) by establishing variational upper and lower bounds. For the upper bound, we generalize Guerra's ``broken replica symmetry bounds",and…

数学物理 · 物理学 2015-09-29 Cristian Giardina' , Shannon Starr

We develop a systematic procedure to approximate generalized free energy in out of equilibrium stochastic systems. The procedure only requires knowledge of the averages of macroscopic observables and uses quasi-equilibrium distribution to…

无序系统与神经网络 · 物理学 2013-09-05 Alexander Mozeika

By using a simple interpolation argument, in previous work we have proven the existence of the thermodynamic limit, for mean field disordered models, including the Sherrington-Kirkpatrick model, and the Derrida p-spin model. Here we extend…

无序系统与神经网络 · 物理学 2007-05-23 Francesco Guerra

We study the Gibbs measure of the nonhierarchical versions of the Generalized Random Energy Models introduced in previous work. We prove that the ultrametricity holds only provided some nondegeneracy conditions on the hamiltonian are met.

概率论 · 数学 2008-11-17 Erwin Bolthausen , Nicola Kistler

We construct a N-dimensional Gaussian landscape with multiscale, translation invariant, logarithmic correlations and investigate the statistical mechanics of a single particle in this environment. In the limit of high dimension N>>1 the…

无序系统与神经网络 · 物理学 2009-11-13 Yan V. Fyodorov , Jean-Philippe Bouchaud

It was proved by Michel Talagrand in [10] that the Parisi formula for the free energy in the Sherrington-Kirkpatrick model is differentiable with respect to inverse temperature parameter. We present a simpler proof of this result by using…

概率论 · 数学 2008-05-04 Dmitry Panchenko
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