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We show that renormalization group (RG) theory applied to complex networks are useful to classify network topologies into universality classes in the space of configurations. The RG flow readily identifies a small-world/fractal transition…

无序系统与神经网络 · 物理学 2010-01-30 Hernán D. Rozenfeld , Chaoming Song , Hernán A. Makse

We consider the slow and athermal deformations of amorphous solids and show how the ensuing sequence of discrete plastic rearrangements can be mapped onto a directed network. The network topology reveals a set of highly connected regions…

软凝聚态物质 · 物理学 2019-11-06 Muhittin Mungan , Srikanth Sastry , Karin Dahmen , Ido Regev

A variety of modeling frameworks have been proposed and utilized in complex systems studies, including dynamical systems models that describe state transitions on a system of fixed topology, and self-organizing network models that describe…

适应与自组织系统 · 物理学 2009-01-05 Hiroki Sayama , Craig Laramee

Motivated by multi-hop communication in unreliable wireless networks, we present a percolation theory for time-varying networks. We develop a renormalization group theory for a prototypical network on a regular grid, where individual links…

统计力学 · 物理学 2018-05-29 Jens Karschau , Marco Zimmerling , Benjamin M. Friedrich

Quantum field theories require a cutoff to regulate divergences that result from local interactions, and yet physical results can not depend on the value of this cutoff. The renormalization group employs a transformation that changes the…

高能物理 - 唯象学 · 物理学 2007-05-23 Sergio Szpigel , Robert J. Perry

Mechanistic interpretability aims to reverse engineer neural networks by uncovering which high-level algorithms they implement. Causal abstraction provides a precise notion of when a network implements an algorithm, i.e., a causal model of…

机器学习 · 计算机科学 2025-03-17 Theodora-Mara Pîslar , Sara Magliacane , Atticus Geiger

We analyze a semi-infinite one-dimensional random walk process with a biased motion that is incremental in one direction and long-range in the other. On a network with a fixed hierarchy of long-range jumps, we find with exact…

统计力学 · 物理学 2015-06-03 Lauren A. Ball , Alfred C. K. Farris , Stefan Boettcher

Reconfigurable data center networks (DCNs) enhance traditional architectures with optical circuit switches (OCSs), enabling dynamic reconfiguration of inter-pod links, i.e., the logical topology. Optimizing this topology is crucial for…

网络与互联网体系结构 · 计算机科学 2025-12-22 Yingming Mao , Qiaozhu Zhai , Ximeng Liu , Xinchi Han , Fafan li , Shizhen Zhao , Yuzhou Zhou , Zhen Yao , Xia Zhu

A family of connections on the space of couplings for a renormalizable field theory is defined. The connections are obtained from a Levi-Civita connection, for a metric which is a generalisation of the Zamolodchikov metric in two…

高能物理 - 理论 · 物理学 2009-10-31 Brian P. Dolan , Alex Lewis

An abstract network approach is proposed for the description of the dynamics in reactive processes. The phase space of the variables (concentrations in reactive systems) is partitioned into a finite number of segments, which constitute the…

统计力学 · 物理学 2015-06-17 A. Provata , E. Panagakou

We present in this paper a generic framework for the analysis of multi-threaded programs with recursive procedure calls, synchronisation by rendez-vous between parallel threads, and dynamic creation of new threads. To this end, we consider…

形式语言与自动机理论 · 计算机科学 2019-07-08 Adrien Pommellet , Tayssir Touili

Adaptive networks are a novel class of dynamical networks whose topologies and states coevolve. Many real-world complex systems can be modeled as adaptive networks, including social networks, transportation networks, neural networks and…

社会与信息网络 · 计算机科学 2017-05-29 Hiroki Sayama , Irene Pestov , Jeffrey Schmidt , Benjamin James Bush , Chun Wong , Junichi Yamanoi , Thilo Gross

Complex networks from such different fields as biology, technology or sociology share similar organization principles. The possibility of a unique growth mechanism promises to uncover universal origins of collective behaviour. In…

无序系统与神经网络 · 物理学 2009-09-29 Chaoming Song , Shlomo Havlin , Hernán A. Makse

This is a conceptual paper that re-examines the principles underlying the application of renormalization theory to quantum phase transitions in the light of quantum information theory. We start by describing the intuitive argument known as…

量子物理 · 物理学 2007-05-23 Hilary A. Carteret

We introduce the concept of self-healing in the field of complex networks. Obvious applications range from infrastructural to technological networks. By exploiting the presence of redundant links in recovering the connectivity of the…

物理与社会 · 物理学 2014-03-05 Walter Quattrociocchi , Guido Caldarelli , Antonio Scala

We explore a simple mathematical model of network computation, based on Markov chains. Similar models apply to a broad range of computational phenomena, arising in networks of computers, as well as in genetic, and neural nets, in social…

信息检索 · 计算机科学 2009-04-18 Dusko Pavlovic

Many classic questions of structural theory concern discrete changes, such as the formation or dissolution of groups, role turnover, or faction realignment. Here, we consider a basic framework combining prior work on change paths and recent…

社会与信息网络 · 计算机科学 2026-03-10 Carter T. Butts

A perturbative renormalization group method is used to obtain steady-state density profiles of a particle non-conserving asymmetric simple exclusion process. This method allows us to obtain a globally valid solution for the density profile…

统计力学 · 物理学 2017-04-05 Sutapa Mukherji

Random graphs offer a useful mathematical representation of a variety of real world complex networks. Exponential random graphs, for example, are particularly suited towards generating random graphs constrained to have specified statistical…

统计力学 · 物理学 2026-02-09 Alessio Catanzaro , Diego Garlaschelli , Subodh P. Patil

Designing effective recovery strategies for damaged networked systems is critical to the resilience of built, human and natural systems. However, progress has been limited by the inability to bring together distinct philosophies, such as…

物理与社会 · 物理学 2018-11-20 Udit Bhatia , Lina Sela Perelman , Auroop Ratan Ganguly