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This work maps deep neural networks to classical Ising spin models, allowing them to be described using statistical thermodynamics. The density of states shows that structures emerge in the weights after they have been trained --…

统计力学 · 物理学 2022-09-20 Dusan Stosic , Darko Stosic , Borko Stosic

A scheme for measuring complex temperature partition functions of Ising models is introduced. In the context of ordered qubit registers this scheme finds a natural translation in terms of global operations, and single particle measurements…

量子物理 · 物理学 2013-11-19 S. Iblisdir , M. Cirio , O. Boada , G. K. Brennen

An elementary Ising spin model is proposed for demonstrating cascading failures (break-downs, blackouts, collapses, avalanches, ...) that can occur in realistic networks for distribution and delivery by suppliers to consumers. A…

物理与社会 · 物理学 2013-10-08 H. Hooyberghs , S. Van Lombeek , C. Giuraniuc , B. Van Schaeybroeck , J. O. Indekeu

Percolation in a scale-free hierarchical network is solved exactly by renormalization-group theory, in terms of the different probabilities of short-range and long-range bonds. A phase of critical percolation, with algebraic…

无序系统与神经网络 · 物理学 2009-12-14 A. Nihat Berker , Michael Hinczewski , Roland R. Netz

The bulk and boundary magnetizations are calculated for the critical Ising model on a randomly triangulated disk in the presence of a boundary magnetic field h. In the continuum limit this model corresponds to a c = 1/2 conformal field…

高能物理 - 理论 · 物理学 2008-11-26 Sean M. Carroll , Miguel E. Ortiz , Washington Taylor

The Ising model with ferromagnetic interactions that decay as $1/r^\alpha$ is analyzed in the non-extensive regime $0\leq\alpha\leq d$, where the thermodynamic limit is not defined. In order to study the asymptotic properties of the model…

凝聚态物理 · 物理学 2009-10-28 S. A. Cannas , F. A. Tamarit

How a system initially at infinite temperature responds when suddenly placed at finite temperatures is a way to check the existence of phase transitions. It has been shown in [R. da Silva, IJMPC 2023] that phase transitions are imprinted in…

I investigate the quantum phase transition of the transverse-field quantum Ising model in which nearest neighbors are defined according to the connectivity of scale-free networks. Using a continuous-time quantum Monte Carlo simulation…

统计力学 · 物理学 2015-06-23 Hangmo Yi

In order to investigate the effects of connectivity and proximity in the specific heat, a special class of exactly solvable planar layered Ising models has been studied in the thermodynamic limit. The Ising models consist of repeated…

统计力学 · 物理学 2018-06-05 Helen Au-Yang , Jacques H. H. Perk

We employ a mean-field approximation to study the Ising model with aperiodic modulation of its interactions in one spatial direction. Two different values for the exchange constant, $J_A$ and $J_B$, are present, according to the Fibonacci…

统计力学 · 物理学 2015-06-03 T. P. Oliveira , N. S. Branco

We study how the formalism of the Hierarchical Reference Theory (HRT) can be extended to inhomogeneous systems. HRT is a liquid state theory which implements the basic ideas of Wilson momentum shell renormalization group (RG) to microscopic…

统计力学 · 物理学 2009-11-10 Alberto Orlandi , Alberto Parola , Luciano Reatto

The random field Ising model driven by a slowly varying uniform external field at zero temperature provides a caricature of several threshold activated systems. In this model, the non-equilibrium response of the system can be obtained…

统计力学 · 物理学 2009-11-10 Prabodh Shukla

The partition functions for two-dimensional nearest neighbour Ising model in a non-zero magnetic field have been derived for finite square lattices with the help of graph theoretical procedures, show-bit algorithm, enumeration of…

统计力学 · 物理学 2010-06-03 G. Nandhini , M. Vinoth Kumar , M. V. Sangaranarayanan

Real growing networks like the WWW or personal connection based networks are characterized by a high degree of clustering, in addition to the small-world property and the absence of a characteristic scale. Appropriate modifications of the…

统计力学 · 物理学 2009-11-07 Gabor Szabo , Mikko Alava , Janos Kertesz

We perform simulations of random Ising models defined over small-world networks and we check the validity and the level of approximation of a recently proposed effective field theory. Simulations confirm a rich scenario with the presence of…

无序系统与神经网络 · 物理学 2015-03-13 A. L. Ferreira , J. F. F. Mendes , M. Ostilli

We revisit the one-dimensional ferromagnetic Ising spin-chain with a finite number of spins and periodic boundaries and derive analytically and verify numerically its various stationary and dynamical properties at different temperatures. In…

Among the Renormalization Group Theory scaling rules relating critical exponents, there are hyperscaling rules involving the dimension of the system. It is well known that in Ising models hyperscaling breaks down above the upper critical…

无序系统与神经网络 · 物理学 2018-01-24 P. H. Lundow , I. A. Campbell

We have substantially extended the high-temperature and low-magnetic-field (and the related low-temperature and high-magnetic-field) bivariate expansions of the free energy for the conventional three-dimensional Ising model and for a…

高能物理 - 格点 · 物理学 2011-06-15 P. Butera , M. Pernici

The nature of the zero temperature ordering transition in the 3D Gaussian random field Ising magnet is studied numerically, aided by scaling analyses. In the ferromagnetic phase the scaling of the roughness of the domain walls, $w\sim…

无序系统与神经网络 · 物理学 2007-05-23 A. Alan Middleton , Daniel S. Fisher

The Ising model on annealed complex networks with degree distribution decaying algebraically as $p(K)\sim K^{-\lambda}$ has a second-order phase transition at finite temperature if $\lambda> 3$. In the absence of space dimensionality,…

统计力学 · 物理学 2016-03-16 M. Krasnytska , B. Berche , Yu. Holovatch , R. Kenna