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We study the random-cluster model on trees and treelike graphs at low temperatures. This is a model of dependent percolation parametrized by an edge probability $p\in (0,1)$ and a clustering weight $q\in [1,\infty)$, generalizing…

概率论 · 数学 2026-04-23 Antonio Blanca , Reza Gheissari , Heehyun Park , Xusheng Zhang

While information processing in complex systems can be described in abstract, general terms, there are cases in which the relation between these computations and the physical substrate of the underlying system is itself of interest.…

神经元与认知 · 定量生物学 2017-08-16 Pedro A. M. Mediano , Murray Shanahan

A contraction sequence of a graph consists of iteratively merging two of its vertices until only one vertex remains. The recently introduced twin-width graph invariant is based on contraction sequences. More precisely, if one puts red edges…

数据结构与算法 · 计算机科学 2022-06-02 Édouard Bonnet , Eun Jung Kim , Amadeus Reinald , Stéphan Thomassé

In information theory, one major goal is to find useful functions that summarize the amount of information contained in the interaction of several random variables. Specifically, one can ask how the classical Shannon entropy, mutual…

信息论 · 计算机科学 2025-02-14 Leon Lang , Pierre Baudot , Rick Quax , Patrick Forré

In this paper, we prove the existence of fundamental relations between information theory and estimation theory for network-coded flows. When the network is represented by a directed graph G=(V, E) and under the assumption of uncorrelated…

信息论 · 计算机科学 2016-11-17 Samah A. M. Ghanem

Message passing neural networks iteratively generate node embeddings by aggregating information from neighboring nodes. With increasing depth, information from more distant nodes is included. However, node embeddings may be unable to…

机器学习 · 计算机科学 2024-03-29 Franka Bause , Samir Moustafa , Johannes Langguth , Wilfried N. Gansterer , Nils M. Kriege

In a geometric inhomogeneous random graph vertices are given by the points of a Poisson process and are equipped with independent weights following a heavy tailed distribution. Any pair of distinct vertices is independently forming an edge…

概率论 · 数学 2025-09-30 Emmanuel Jacob , Céline Kerriou , Amitai Linker , Peter Mörters

In $r$-neighbor bootstrap percolation on the vertex set of a graph $G$, a set $A$ of initially infected vertices spreads by infecting, at each time step, all uninfected vertices with at least $r$ previously infected neighbors. When the…

组合数学 · 数学 2019-10-09 Andrew J. Uzzell

In this article, we first extend the construction of random interlacements, introduced by A.S. Sznitman in [arXiv:0704.2560], to the more general setting of transient weighted graphs. We prove the Harris-FKG inequality for this model and…

概率论 · 数学 2009-07-03 Augusto Teixeira

This paper considers a variation of the full-information secretary problem where the random variables to be observed are independent but not necessary identically distributed. The main result is a sharp lower bound for the optimal win…

概率论 · 数学 2018-12-12 Pieter C. Allaart , Jose A. Islas

We perform Monte Carlo simulations to determine the average excluded area $<A_{ex}>$ of randomly oriented squares, randomly oriented widthless sticks and aligned squares in two dimensions. We find significant differences between our results…

无序系统与神经网络 · 物理学 2009-11-07 Sameet Sreenivasan , Don R. Baker , Gerald Paul , H. Eugene Stanley

We consider some problems related to the truncation question in long-range percolation. It is given probabilities that certain long-range oriented bonds are open; assuming that this probabilities are not summable, we ask if the probability…

概率论 · 数学 2022-07-21 Alberto M. Campos , Bernardo N. B. de Lima

Let $G$ be a vertex-transitive graph of superlinear polynomial growth. Given $r>0$, let $G_r$ be the graph on the same vertex set as $G$, with two vertices joined by an edge if and only if they are at graph distance at most $r$ apart in…

概率论 · 数学 2025-03-11 Panagiotis Spanos , Matthew Tointon

This paper deals with the construction of a correlation decay tree (hypertree) for interacting systems modeled using graphs (hypergraphs) that can be used to compute the marginal probability of any vertex of interest. Local message passing…

概率论 · 数学 2007-05-23 Chandra Nair , Prasad Tetali

Fitting percolation into the conformal field theory framework requires showing that connection probabilities have a conformally invariant scaling limit. For critical site percolation on the triangular lattice, we prove that the probability…

数学物理 · 物理学 2023-06-27 Federico Camia

Existing generalization bounds for deep neural networks require data to be independent and identically distributed (iid). This assumption may not hold in real-life applications such as evolutionary biology, infectious disease epidemiology,…

机器学习 · 统计学 2023-10-10 Quan Huu Do , Binh T. Nguyen , Lam Si Tung Ho

In this paper, we derive theoretical bounds for the long-term influence of a node in an Independent Cascade Model (ICM). We relate these bounds to the spectral radius of a particular matrix and show that the behavior is sub-critical when…

概率论 · 数学 2014-07-18 Remi Lemonnier , Kevin Scaman , Nicolas Vayatis

We present a comprehensive and versatile theoretical framework to study site and bond percolation on clustered and correlated random graphs. Our contribution can be summarized in three main points. (i) We introduce a set of iterative…

统计力学 · 物理学 2015-12-16 Antoine Allard , Laurent Hébert-Dufresne , Jean-Gabriel Young , Louis J. Dubé

We introduce merge-width, a family of graph parameters that unifies several structural graph measures, including treewidth, degeneracy, twin-width, clique-width, and generalized coloring numbers. Our parameters are based on new…

组合数学 · 数学 2025-02-26 Jan Dreier , Szymon Toruńczyk

An unsupervised learning procedure based on maximizing the mutual information between the outputs of two networks receiving different but statistically dependent inputs is analyzed (Becker and Hinton, Nature, 355, 92, 161). For a generic…

无序系统与神经网络 · 物理学 2009-11-10 Robert Urbanczik