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相关论文: Metastability in the generalized Hopfield model wi…

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The vast majority of the literature on learning dynamical systems or stochastic processes from time series has focused on stable or ergodic systems, for both Bayesian and frequentist inference procedures. However, most real-world systems…

机器学习 · 统计学 2025-07-02 Zachary P Adams , Sayan Mukherjee

Metastability is an ubiquitous phenomenon in nature, which interests several fields of natural sciences. Its description in the framework of thermodynamics and statistical mechanics has been a taboo for long time since it is a genuine…

统计力学 · 物理学 2023-07-19 Emilio N. M. Cirillo , Vanessa Jacquier , Cristian Spitoni

We discuss metastable states in the mean-field version of the strong coupling BCS-model and study the evolution of a superconducting equilibrium state subjected to a dynamical semi-group with Lindblad generator in detailed balance w.r.t.…

数学物理 · 物理学 2009-11-07 Joris Lauwers , Andre Verbeure

We study the dynamics of lattice models of quantum spins one-half, driven by a coherent drive and subject to dissipation. Generically the meanfield limit of these models manifests multistable parameter regions of coexisting steady states…

量子物理 · 物理学 2020-02-06 Haggai Landa , Marco Schiró , Grégoire Misguich

We study the off-equilibrium critical phenomena across a hysteretic first-order transition in disordered athermal systems. The study focuses on the zero temperature random field Ising model (ZTRFIM) above the critical disorder for spatial…

统计力学 · 物理学 2023-01-16 Anurag Banerjee , Tapas Bar

We apply a recently developed theory for metastability in open quantum systems to a one-dimensional dissipative quantum Ising model. Earlier results suggest this model features either a non-equilibrium phase transition or a smooth but sharp…

统计力学 · 物理学 2016-11-22 Dominic C. Rose , Katarzyna Macieszczak , Igor Lesanovsky , Juan P. Garrahan

Associative memory models such as the Hopfield network and its dense generalizations with higher-order interactions exhibit a "blackout catastrophe" -- a discontinuous transition where stable memory states abruptly vanish when the number of…

无序系统与神经网络 · 物理学 2026-03-24 David G. Clark

In this paper, we explore the metastable behavior of the Glauber dynamics associated with the three-state Potts model with an asymmetrical external field at a low-temperature regime. The model exhibits three monochromatic configurations: a…

概率论 · 数学 2023-11-17 Jeonghyun Ahn

We consider a novel model of stochastic replicator dynamics for potential games that converts to a Langevin equation on a sphere after a change of variables. This is distinct from the models studied earlier. In particular, it is ill-posed…

概率论 · 数学 2018-05-09 Konstantin Avrachenkov , Vivek S. Borkar

We give a comprehensive self-contained review on the rigorous analysis of the thermodynamics of a class of random spin systems of mean field type whose most prominent example is the Hopfield model. We focus on the low temperature phase and…

无序系统与神经网络 · 物理学 2008-02-03 Anton Bovier , Veronique Gayrard

We study the microscopic dynamics of the metastable Quasi-Stationary States (QSS) in the Hamiltonian Mean Field (HMF) model, a Hamiltonian system of N classical inertial spins with infinite-range interactions which shows a second order…

统计力学 · 物理学 2009-11-10 Alessandro Pluchino , Vito Latora , Andrea Rapisarda

A network of noisy bistable elements with global time-delayed couplings is considered. A dichotomous mean field model has recently been developed describing the collective dynamics in such systems with uniform time delays near the…

统计力学 · 物理学 2007-05-23 Daniel Huber , Lev Tsimring

We examine a previouly introduced attractor neural network model that explains the persistent activities of neurons in the anterior ventral temporal cortex of the brain. In this model, the coexistence of several attractors including…

无序系统与神经网络 · 物理学 2009-11-10 T. Uezu , A. Hirano , M. Okada

We study multifractality in a broad class of disordered systems which includes, e.g., the diluted x-y model. Using renormalized field theory we analyze the scaling behavior of cumulant averaged dynamical variables (in case of the x-y model…

统计力学 · 物理学 2009-11-10 Olaf Stenull

We obtain a result on the behavior of the solutions of a general nonautonomous Hopfield neural network model with delay, assuming some general bound for the product of consecutive terms in the sequence of neuron charging times and some…

动力系统 · 数学 2015-04-17 António J. G. Bento , José J. Oliveira , César M. Silva

Characterizing metastable neural dynamics in finite-size spiking networks remains a daunting challenge. We propose to address this challenge in the recently introduced replica-mean-field (RMF) limit. In this limit, networks are made of…

神经元与认知 · 定量生物学 2022-10-12 Luyan Yu , Thibaud Taillefumier

We revisit the mean field model of globally and harmonically coupled parametric oscillators subject to periodic block pulses with initially random phases. The phase diagram of regions of collective parametric instability is presented, as is…

统计力学 · 物理学 2009-11-07 I. Bena , R. Kawai , C. Van den Broeck , M. Copelli , K. Lindenberg

Motivated by the study of the metastable stochastic Ising model at subcritical temperature and in the limit of a vanishing magnetic field, we extend the notion of ($\kappa$, $\lambda$)-capacities between sets, as well as the associated…

概率论 · 数学 2020-05-13 Alexandre Gaudilliere , A. Bianchi , P Milanesi

We extend the construction by Kuelske and Iacobelli of metastates in finite-state mean-field models in independent disorder to situations where the local disorder terms are are a sample of an external ergodic Markov chain in equilibrium. We…

数学物理 · 物理学 2015-05-30 M. Formentin , C. Kuelske , A. Reichenbachs

We study a system of non-identical bistable particles that is driven by a dynamical constraint and coupled through a non-local mean-field. Assuming piecewise affine constitutive laws we prove the existence of traveling wave solutions and…

偏微分方程分析 · 数学 2023-03-14 Michael Herrmann , Barbara Niethammer