39 research outputs found

    Emergent information dynamics in many-body interconnected systems

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    The information implicitly represented in the state of physical systems allows one to analyze them with analytical techniques from statistical mechanics and information theory. In the case of complex networks such techniques are inspired by quantum statistical physics and have been used to analyze biophysical systems, from virus-host protein-protein interactions to whole-brain models of humans in health and disease. Here, instead of node-node interactions, we focus on the flow of information between network configurations. Our numerical results unravel fundamental differences between widely used spin models on networks, such as voter and kinetic dynamics, which cannot be found from classical node-based analysis. Our model opens the door to adapting powerful analytical methods from quantum many-body systems to study the interplay between structure and dynamics in interconnected systems.Comment: 7 pages, 3 figure

    Exact solutions of the SI model on networks

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    The logistic differential equation of Verhulst is a landmark result in many areas of science concerning growth, such as population growth or information spreading processes. We analyze the exact Markovian system describing logistic growth on a network, otherwise known as the SI model. Exact solutions can be organized in terms of contributions from subgraphs of the network of interest and we present here a general code for computing these contributions systematically. The Python package relies on NetworkX for representing the contributing diagrams and SymPy for the analytical integration of each diagram. Each diagram corresponds to a function of time, which can be found by tracing the spreading process backwards and integrating the sum over all diagrams which transition into the sought-after diagram. This gives a graph of parental relations between the different contributing diagrams, which we construct explicitly for all diagrams with up to 10 edges. Several Jupyter notebooks explain the main code in SI_script.py, including: - GeneralCode.ipynb: description of the code and the construction of the graph of diagrams. - Florentine Families.ipynb: example of the computation of expectation values in a simple network - Compare FF with MC.ipynb: A comparison between the exact result, mean-field theory and Monte Carlo simulations of SI outbreaks on the Florentine families graph. In addition, several datasets are included: - diagrams.csv contains all 80 332 diagrams with up to 10 edges and their respective contribution as a function of time - diagrams_ff.csv contains all diagrams contributing to the Florentine families graph. - Several .csv files contain 50 000+ Monte Carlo runs on the Florentine families graph. requirement.txt is a configuration file of all installed packages.This software package is an accompaniment to the paper 'Logistic growth on networks" by Wout Merbis and Ivano Lodato and is distributed under the GNU General Public License, version 3.</div

    A Holographic Approach to non-relativistic logarithmic CFT's

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    Operator entanglement growth quantifies complexity of cellular automata

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    Cellular automata (CA) exemplify systems where simple local interaction rules can lead to intricate and complex emergent phenomena at large scales. The various types of dynamical behavior of CA are usually categorized empirically into Wolfram's complexity classes. Here, we propose a quantitative measure, rooted in quantum information theory, to categorize the complexity of classical deterministic cellular automata. Specifically, we construct a Matrix Product Operator (MPO) of the transition matrix on the space of all possible CA configurations. We find that the growth of entropy of the singular value spectrum of the MPO reveals the complexity of the CA and can be used to characterize its dynamical behavior. This measure defines the concept of operator entanglement entropy for CA, demonstrating that quantum information measures can be meaningfully applied to classical deterministic systems.Comment: 15 pages, 5 figures, accepted for publication in ICCS 2024 proceeding

    Near horizon dynamics of three dimensional black holes

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    We perform the Hamiltonian reduction of three dimensional Einstein gravity with negative cosmological constant under constraints imposed by near horizon boundary conditions. The theory reduces to a Floreanini–Jackiw type scalar field theory on the horizon, where the scalar zero modes capture the global black hole charges. The near horizon Hamiltonian is a total derivative term, which explains the softness of all oscillator modes of the scalar field. We find also a (Korteweg–de Vries) hierarchy of modified boundary conditions that we use to lift the degeneracy of the soft hair excitations on the horizon.SCOPUS: ar.jinfo:eu-repo/semantics/publishe

    Most general flat space boundary conditions in three-dimensional Einstein gravity

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    We consider the most general asymptotically flat boundary conditions in three-dimensional Einstein gravity in the sense that we allow for the maximal number of independent free functions in the metric, leading to six towers of boundary charges and six associated chemical potentials. We find as associated asymptotic symmetry algebra an isl(2)κ current algebra. Restricting the charges and chemical potentials in various ways recovers previous cases, such as bms3, Heisenberg or Detournay-Riegler, all of which can be obtained as contractions of corresponding AdS3 constructions. Finally, we show that a flat space contraction can induce an additional Carrollian contraction. As examples we provide two novel sets of boundary conditions for Carroll gravity.SCOPUS: ar.jinfo:eu-repo/semantics/publishe

    Supersymmetric Galilean conformal blocks

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    Abstract We set up the bootstrap procedure for supersymmetric Galilean Conformal (SGC) field theories in two dimensions by constructing the SGC blocks in the N=1 N=1 \mathcal{N}=1 and two possible N=2 N=2 \mathcal{N}=2 extensions of the Galilean conformal algebra. In all analyzed cases, we present the bootstrap equations by crossing symmetry of the four point function. In addition, we compute the global SGC blocks analytically by solving the differential equations obtained by acting with the Casimirs of the global subalgebras inside the four point function. These global blocks agree with the general SGC blocks in the limit of large central charge. We comment on possible applications to supersymmetric BMS3 invariant field theories and flat holography

    Soft hairy warped black hole entropy

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    Abstract We reconsider warped black hole solutions in topologically massive gravity and find novel boundary conditions that allow for soft hairy excitations on the horizon. To compute the associated symmetry algebra we develop a general framework to compute asymptotic symmetries in any Chern-Simons-like theory of gravity. We use this to show that the near horizon symmetry algebra consists of two u u \mathfrak{u} (1) current algebras and recover the surprisingly simple entropy formula S = 2π(J 0+ + J 0−), where J 0± are zero mode charges of the current algebras. This provides the first example of a locally non-maximally symmetric configuration exhibiting this entropy law and thus non-trivial evidence for its universality
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