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We report on a hitherto unnoticed type of resonances occurring in scattering from networks (quantum graphs) which are due to the complex connectivity of the graph - its topology. We consider generic open graphs and show that any cycle leads…

混沌动力学 · 物理学 2015-06-12 Sven Gnutzmann , Holger Schanz , Uzy Smilansky

We study scattering of a periodic wave in a string on two lumped oscillators attached to it. The equations can be represented as a driven (by the incident wave) dissipative (due to radiation losses) system of delay differential equations of…

混沌动力学 · 物理学 2014-10-30 Stefano Lepri , Arkady Pikovsky

We propose as a generalization of an idea of Ruelle to describe turbulent fluid flow a chaotic hypothesis for reversible dissipative many particle systems in nonequilibrium stationary states in general. This implies an extension of the…

chao-dyn · 物理学 2009-10-28 G. Gallavotti , E. G. D. Cohen

The irreducible complexity of natural phenomena has led Graph Neural Networks to be employed as a standard model to perform representation learning tasks on graph-structured data. While their capacity to capture local and global patterns is…

机器学习 · 计算机科学 2024-02-13 Lorenzo Giusti

We present a scattering theory for the efficient transmission of an excitation across a finite network with designed disorder. We show that the presence of randomly positioned networks sites allows to significantly accelerate the excitation…

量子物理 · 物理学 2017-11-22 Mattia Walschaers , Roberto Mulet , Andreas Buchleitner

Classical percolation theory underlies many processes of information transfer along the links of a network. In these standard situations, the requirement for two nodes to be able to communicate is the presence of at least one uninterrupted…

统计力学 · 物理学 2023-10-25 Lorenzo Cirigliano , Claudio Castellano , Gábor Timár

This work considers distributed sensing and transmission of sporadic random samples. Lower bounds are derived for the reconstruction error of a single normally or uniformly-distributed finite-dimensional vector imperfectly measured by a…

信息论 · 计算机科学 2015-11-20 Ayşe Ünsal , Raymond Knopp

We investigate and quantify the interplay between topology and ability to send specific signals in complex networks. We find that in a majority of investigated real-world networks the ability to communicate is favored by the network…

无序系统与神经网络 · 物理学 2007-05-23 A. Trusina , M. Rosvall , K. Sneppen

The generalization properties of an attractive network of non monotonic neurons which infers concepts from samples are studied. The macroscopic dynamics for the overlap between the state of the neurons with the concepts, well as the…

统计力学 · 物理学 2009-10-31 D. R. C. Dominguez

We show that for a certain class of dynamics at the nodes the response of a network of any topology to arbitrary inputs is defined in a simple way by its response to a monotone input. The nodes may have either a discrete or continuous set…

统计力学 · 物理学 2014-10-17 Pavel Krejčí , Harbir Lamba , Sergey Melnik , Dmitrii Rachinskii

We prove that complex networks of interactions have the capacity to regulate and buffer unpredictable fluctuations in production events. We show that non-bursty network-driven activation dynamics can effectively regulate the level of…

物理与社会 · 物理学 2014-10-15 Guillermo García-Pérez , Marián Boguñá , M. Ángeles Serrano

Frequency modulation by perturbation is the essential trait that differentiates limit cycle oscillators from phase oscillators. We studied networks of identical limit cycle oscillators whose frequencies are modulated sensitively by the…

适应与自组织系统 · 物理学 2015-05-13 Masashi Tachikawa

We study diffusion of information packets on several classes of structured networks. Packets diffuse from a randomly chosen node to a specified destination in the network. As local transport rules we consider random diffusion and an…

统计力学 · 物理学 2015-06-24 Bosiljka Tadic , Stefan Thurner

In complex systems, information propagation can be defined as diffused or delocalized, weakly localized, and strongly localized. This study investigates the application of graph neural network models to learn the behavior of a linear…

机器学习 · 计算机科学 2025-09-09 Priodyuti Pradhan , Amit Reza

The behavior of the network and its stability are governed by both dynamics of individual nodes as well as their topological interconnections. Attention mechanism as an integral part of neural network models was initially designed for…

机器学习 · 计算机科学 2022-12-20 Nooshin Bahador , Milad Lankarany

This work examines the problem of topology inference over discrete-time nonlinear stochastic networked dynamical systems. The goal is to recover the underlying digraph linking the network agents, from observations of their state-evolution.…

多智能体系统 · 计算机科学 2019-06-24 Augusto Santos , Vincenzo Matta , Ali H. Sayed

In this paper we propose a distributed algorithm for the estimation and control of the connectivity of ad-hoc networks in the presence of a random topology. First, given a generic random graph, we introduce a novel stochastic power…

分布式、并行与集群计算 · 计算机科学 2015-06-17 Paolo Di Lorenzo , Sergio Barbarossa

We study message transport on a $1-d$ ring of nodes and randomly distributed hubs. Messages are deposited on the network at a constant rate. When the rate at which messages are deposited on the lattice is very high, messages start…

统计力学 · 物理学 2009-10-20 Satyam Mukherjee , Gautam Mukherjee , Neelima Gupte

The study of the interplay between the structure and dynamics of complex multilevel systems is a pressing challenge nowadays. In this paper, we use a semi-annealed approximation to study the stability properties of Random Boolean Networks…

物理与社会 · 物理学 2012-10-31 Emanuele Cozzo , Alex Arenas , Yamir Moreno

Methods connecting dynamical systems and graph theory have attracted increasing interest in the past few years, with applications ranging from a detailed comparison of different kinds of dynamics to the characterisation of empirical data.…

统计力学 · 物理学 2018-01-18 Marcello A. Budroni , Andrea Baronchelli , Romualdo Pastor-Satorras