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We study Ising spin models on finitely connected random interaction graphs which are drawn from an ensemble in which not only the degree distribution $p(k)$ can be chosen arbitrarily, but which allows for further fine-tuning of the topology…

无序系统与神经网络 · 物理学 2009-11-13 C. J. Perez-Vicente , A. C. C. Coolen

We show that there is no need to modify the Parisi replica symmetry breaking ansatz, by working with $R$ steps of breaking and solving {\it exactly} the discrete stationarity equations generated by the standard ``truncated Hamiltonian" of…

无序系统与神经网络 · 物理学 2007-05-23 C. De Dominicis , P. Di Francesco

We propose Mirror Descent Optimal Transport (MDOT), a novel method for solving discrete optimal transport (OT) problems with high precision, by unifying temperature annealing in entropic-regularized OT (EOT) with mirror descent techniques.…

机器学习 · 计算机科学 2025-06-04 Mete Kemertas , Allan D. Jepson , Amir-massoud Farahmand

A new combinatorial, analytical approach to the ground-state energy problem of spin glasses with different concentrations of +/- J interactions is developed. The energy e_0 is expressed in terms of the fraction of broken bonds mu_0 and…

凝聚态物理 · 物理学 2007-05-23 P. Polaszek

We expand asymptotically mean-field solutions of the $p<4$ Potts glass with various levels of replica-symmetry breaking below the transition temperature to the glassy phase. We find that the ordered phase is degenerate and solutions with…

无序系统与神经网络 · 物理学 2012-09-28 V. Janis , A. Klic

In this thesis I discuss combinatorial optimization problems, from the statistical physics perspective. The starting point are the motivations which brought physicists together with computer scientists and mathematicians to work on this…

无序系统与神经网络 · 物理学 2020-01-13 Andrea Di Gioacchino

Some interesting recent advances in the theoretical understanding of neural networks have been informed by results from the physics of disordered many-body systems. Motivated by these findings, this work uses the replica technique to study…

无序系统与神经网络 · 物理学 2018-08-17 Gavin Hartnett , Edward Parker , Edward Geist

We investigate the nature of the low-energy, large-scale excitations in the three-dimensional Edwards-Anderson Ising spin glass with Gaussian couplings and free boundary conditions, by studying the response of the ground state to a…

无序系统与神经网络 · 物理学 2009-11-07 Matteo Palassini , Frauke Liers , Michael Juenger , A. P. Young

We perform exact diagonalization and time evolution of the Lechner-Hauke-Zoller (LHZ) annealing architecture [Science Advances 1(9), e1500838 (2015)] for ten physical qubits. Thereby, on a training set consisting of $2400$ problem…

量子物理 · 物理学 2023-10-17 Gino Bishop , Simone Montangero , Frank K. Wilhelm

At the mean-field level, on fully connected lattices, several disordered spin models have been shown to belong to the universality class of "structural glasses", with a "random first-order transition" (RFOT) characterized by a discontinuous…

无序系统与神经网络 · 物理学 2012-10-11 C. Cammarota , G. Biroli , M. Tarzia , G. Tarjus

We investigate the critical behavior of a three-dimensional short-range spin glass model in the presence of an external field $\eps$ conjugated to the Edwards-Anderson order parameter. In the mean-field approximation this model is described…

无序系统与神经网络 · 物理学 2009-10-31 M. Campellone , F. Ritort

We propose an approach toward understanding the spin glass phase at zero and low temperature by studying the stability of a spin glass ground state against perturbations of a single coupling. After reviewing the concepts of flexibility,…

无序系统与神经网络 · 物理学 2022-05-04 C. M. Newman , D. L. Stein

The spherical mean field approximation of a spin-1 model with p-body quenched disordered interaction is investigated. Depending on temperature and chemical potential the system is found in a paramagnetic or in a glassy phase and the…

无序系统与神经网络 · 物理学 2012-03-06 Ulisse Ferrari , Luca Leuzzi

We present a continuous nonlinear optimization model for the Spin Glass Problem (SGP), building on a classical result by Rosenberg (1972), which shows that for a class of multilinear polynomial problems the optimal values of the continuous…

计算物理 · 物理学 2025-12-08 Phil Duxbury , Carlile Lavor , Luiz Leduino de Salles-Neto

This paper develops approximate message passing algorithms to optimize multi-species spherical spin glasses. We first show how to efficiently achieve the algorithmic threshold energy identified in our companion work, thus confirming that…

概率论 · 数学 2024-01-30 Brice Huang , Mark Sellke

The p-spin spin-glass model has been studied extensively at mean-field level because of the insights which it provides into the mode-coupling approach to structural glasses and the nature of the glass transition. We demonstrate explicitly…

无序系统与神经网络 · 物理学 2009-11-07 M. A. Moore , Barbara Drossel

In this work we discuss a short range version of the $p$-spin model. The model is provided with a parameter that allows to control the crossover with the mean field behaviour. We detect a discrepancy between the perturbative approach and…

无序系统与神经网络 · 物理学 2009-10-31 Matteo Campellone , Giorgio Parisi , Paola Ranieri

Spin glasses are quintessential examples of complex matter. Although much about their order remains uncertain, abstract models of them inform, e.g., the classification of combinatorial optimization problems, the magnetic ordering in metals…

For many real spin-glass materials, the Edwards-Anderson model with continuous-symmetry spins is more realistic than the rather better understood Ising variant. In principle, the nature of an occurring spin-glass phase in such systems might…

无序系统与神经网络 · 物理学 2008-04-28 Martin Weigel , Michel J. P. Gingras

In certain mean field models for spin glasses there occurs a one step replica symmetry breaking pattern. As an example of general $1/N$-corrections in such systems, the fluctuations in the internal energy are calculated. For this specific…

凝聚态物理 · 物理学 2009-10-28 Th. M. Nieuwenhuizen