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In network theory, the concept of effective resistance is a distance measure on a graph that relates the global network properties to individual connections between nodes. In addition, the Kron reduction method is a standard tool for…

离散数学 · 计算机科学 2022-10-31 Tomohiro Sugiyama , Kazuhiro Sato

In this work, we study various properties of embedded hypersurfaces in $1+1+2$ decomposed spacetimes with a preferred spatial direction, denoted $e^{\mu}$, which are orthogonal to the fluid flow velocity of the spacetime and admit a proper…

微分几何 · 数学 2022-03-17 Abbas M. Sherif , Peter K. S. Dunsby

Are Graph Neural Networks (GNNs) fair? In many real world graphs, the formation of edges is related to certain node attributes (e.g. gender, community, reputation). In this case, standard GNNs using these edges will be biased by this…

机器学习 · 计算机科学 2020-02-26 John Palowitch , Bryan Perozzi

Today graphene nanoribbons and other graphene-based nanostructures can be synthesized with atomic precision. But while investigations have concentrated on straight graphene ribbons of fixed crystal orientation, ribbons with intrinsic…

材料科学 · 物理学 2015-01-29 C. G. Rocha , R. Tuovinen , R. van Leeuwen , P. Koskinen

We study attracting graphs of step skew products from the topological and ergodic points of view where the usual contracting-like assumptions of the fiber dynamics are replaced by weaker merely topological conditions. In this context, we…

动力系统 · 数学 2017-10-12 Lorenzo J. Díaz , Edgar Matias

We consider the normalized adjacency matrix of a random $d$-regular graph on $N$ vertices with any fixed degree $d\geq 3$ and denote its eigenvalues as $\lambda_1=d/\sqrt{d-1}\geq \lambda_2\geq\lambda_3\cdots\geq \lambda_N$. We establish…

概率论 · 数学 2025-02-04 Jiaoyang Huang , Theo McKenzie , Horng-Tzer Yau

We revisit the problem of prescribing negative Gauss curvature for graphs embedded in $\mathbb R^{n+1}$ when $n\geq 2$. The problem reduces to solving a fully nonlinear Monge-Amp\`ere equation that becomes hyperbolic in the case of negative…

偏微分方程分析 · 数学 2022-09-07 Alessio Figalli , Christoph Kehle

Contrastive learning methods have attracted considerable attention due to their remarkable success in analyzing graph-structured data. Inspired by the success of contrastive learning, we propose a novel framework for contrastive…

机器学习 · 计算机科学 2023-06-21 Xiaojuan Zhang , Jun Fu , Shuang Li

Graph neural networks (GNNs), consisting of a cascade of layers applying a graph convolution followed by a pointwise nonlinearity, have become a powerful architecture to process signals supported on graphs. Graph convolutions (and thus,…

机器学习 · 计算机科学 2019-10-23 Fernando Gama , Joan Bruna , Alejandro Ribeiro

A rigidity theory is developed for the Euclidean and non-Euclidean placements of countably infinite simple graphs in R^d with respect to the classical l^p norms, for d>1 and 1<p<\infty. Generalisations are obtained for the Laman and…

度量几何 · 数学 2013-10-08 D. Kitson , S. C. Power

This paper contains the proofs of Theorems 2 and 3 of the article entitled Random Electrical Networks on Complete Graphs, written by the same authors and published in the Journal of the London Mathematical Society, vol. 30 (1984), pp.…

概率论 · 数学 2016-09-07 Geoffrey Grimmett , Harry Kesten

In his seminal paper from 1952 Dirac showed that the complete graph on $n\geq 3$ vertices remains Hamiltonian even if we allow an adversary to remove $\lfloor n/2\rfloor$ edges touching each vertex. In 1960 Ghouila-Houri obtained an…

组合数学 · 数学 2014-10-09 Asaf Ferber , Rajko Nenadov , Andreas Noever , Ueli Peter , Nemanja Škorić

In this work, we study graphs in $\M^n\times\Real$ that are evolving by the mean curvature flow over a bounded domain on $\M^n$, with prescribed contact angle in the boundary. We prove that solutions converge to translating surfaces in…

微分几何 · 数学 2014-06-05 Maria Calle , Leili Shahriyari

The aim of this work is to investigate the nonnegative signed domination number $\gamma^{NN}_s$ with emphasis on regular, ($r+1$)-clique-free graphs and trees. We give lower and upper bounds on $\gamma^{NN}_s$ for regular graphs and prove…

组合数学 · 数学 2018-09-25 Doost Ali Mojdeh , Babak Samadi , Lutz Volkmann

In this paper, we study the robustness of graph convolutional networks (GCNs). Despite the good performance of GCNs on graph semi-supervised learning tasks, previous works have shown that the original GCNs are very unstable to adversarial…

机器学习 · 计算机科学 2019-11-12 Xiaoyun Wang , Xuanqing Liu , Cho-Jui Hsieh

We study the evolution of convex complete non-compact graphs by positive powers of Gauss curvature. We show that if the initial complete graph has a local uniform convexity, then the graph evolves by any positive power of Gauss curvature…

微分几何 · 数学 2021-03-24 Kyeongsu Choi , Panagiota Daskalopoulos , Lami Kim , Ki-ahm Lee

The remarkable electrical, optical and mechanical properties of graphene make it a desirable material for electronics, optoelectronics and quantum applications. A fundamental understanding of the electrical conductivity of graphene across a…

We study rotational surfaces in Euclidean 3-space whose Gauss curvature is given as a prescribed function of its Gauss map. By means of a phase plane analysis and under mild assumptions on the prescribed function, we generalize the…

微分几何 · 数学 2022-01-19 Antonio Bueno , Irene Ortiz

This work presents a new method for symmetrization of directed graphs that constructs an undirected graph with equivalent pairwise effective resistances as a given directed graph. Consequently a graph metric, square root of effective…

社会与信息网络 · 计算机科学 2019-01-14 Katherine Fitch

We consider the Dirichlet Laplacian in infinite two-dimensional strips defined as uniform tubular neighbourhoods of curves on ruled surfaces. We show that the negative Gauss curvature of the ambient surface gives rise to a Hardy inequality…

谱理论 · 数学 2007-05-23 David Krejcirik