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Graph representation learning has made major strides over the past decade. However, in many relational domains, the input data are not suited for simple graph representations as the relationships between entities go beyond pairwise…

机器学习 · 计算机科学 2021-01-20 Balasubramaniam Srinivasan , Da Zheng , George Karypis

In this paper we consider aspects of geometric observability for hypergraphs, extending our earlier work from the uniform to the nonuniform case. Hypergraphs, a generalization of graphs, allow hyperedges to connect multiple nodes and…

动力系统 · 数学 2024-04-12 Joshua Pickard , Cooper Stansbury , Amit Surana , Indika Rajapakse , Anthony Bloch

Since counting subgraphs in general graphs is, by and large, a computationally demanding problem, it is natural to try and design fast algorithms for restricted families of graphs. One such family that has been extensively studied is that…

数据结构与算法 · 计算机科学 2022-08-29 Lior Gishboliner , Yevgeny Levanzov , Asaf Shapira , Raphael Yuster

Hypergraphs are an invaluable tool to understand many hidden patterns in large data sets. Among many ways to represent hypergraph, one useful representation is that of weighted clique expansion. In this paper, we consider this…

组合数学 · 数学 2018-08-15 Ashwin Guha , Ambedkar Dukkipati

We establish second main theorems for holomorphic curves into a projective subvary $V \subset \mathbb{P}^n(\mathbb{C})$ of dimension $k$, intersecting hypersurfaces in $N$-subgeneral position with respect to $V$ $(N > k)$. Our results…

复变函数 · 数学 2026-05-11 Si Duc Quang , Nguyen Van An , Tran An Hai

Hypergraph width measures are a class of hypergraph invariants important in studying the complexity of constraint satisfaction problems (CSPs). We present a general exact exponential algorithm for a large variety of these measures. A…

计算复杂性 · 计算机科学 2011-06-24 Lukas Moll , Siamak Tazari , Marc Thurley

In this paper we study the computational complexity of the Upward Planarity Extension problem, which takes in input an upward planar drawing $\Gamma_H$ of a subgraph $H$ of a directed graph $G$ and asks whether $\Gamma_H$ can be extended to…

数据结构与算法 · 计算机科学 2019-02-19 Giordano Da Lozzo , Giuseppe Di Battista , Fabrizio Frati

Recently, Vision Graph Neural Network (ViG) has gained considerable attention in computer vision. Despite its groundbreaking innovation, Vision Graph Neural Network encounters key issues including the quadratic computational complexity…

计算机视觉与模式识别 · 计算机科学 2025-03-20 Caoshuo Li , Tanzhe Li , Xiaobin Hu , Donghao Luo , Taisong Jin

We prove that the projective dimension of any (hyper)graph can be bounded from above by the (Castelnuovo-Mumford) regularity of its Levi graph (or incidence bipartite graph). This in particular brings the use of regularity's upper bounds on…

组合数学 · 数学 2016-05-11 Türker Bıyıkoğlu , Yusuf Civan

Decomposing hypergraphs is a key task in hypergraph analysis with broad applications in community detection, pattern discovery, and task scheduling. Existing approaches such as $k$-core and neighbor-$k$-core rely on vertex degree…

社会与信息网络 · 计算机科学 2026-04-10 Xiaoyu Leng , Hongchao Qin , Rong-Hua Li

For graphs $G$ and $H$, a \emph{homomorphism} from $G$ to $H$ is an edge-preserving mapping from the vertex set of $G$ to the vertex set of $H$. For a fixed graph $H$, by \textsc{Hom($H$)} we denote the computational problem which asks…

计算复杂性 · 计算机科学 2020-02-20 Karolina Okrasa , Paweł Rzążewski

We introduce and study the problem of optimizing arbitrary functions over degree sequences of hypergraphs and multihypergraphs. We show that over multihypergraphs the problem can be solved in polynomial time. For hypergraphs, we show that…

最优化与控制 · 数学 2018-08-21 Antoine Deza , Asaf Levin , Syed M. Meesum , Shmuel Onn

Controlling real-world networked systems, including ecological, biomedical, and engineered networks that exhibit higher-order interactions, remains challenging due to inherent nonlinearities and large system scales. Despite extensive…

最优化与控制 · 数学 2026-03-23 Joshua Pickard , Xin Mao , Can Chen

Hypergraphs are a powerful abstraction for modeling high-order relations, which are ubiquitous in many fields. A hypergraph consists of nodes and hyperedges (i.e., subsets of nodes); and there have been a number of attempts to extend the…

社会与信息网络 · 计算机科学 2023-08-24 Fanchen Bu , Geon Lee , Kijung Shin

From social networks to protein complexes to disease genomes to visual data, hypergraphs are everywhere. However, the scope of research studying deep learning on hypergraphs is still quite sparse and nascent, as there has not yet existed an…

机器学习 · 计算机科学 2019-10-08 Josh Payne

Let $F$ be a family of pseudo-disks in the plane, and $P$ be a finite subset of $F$. Consider the hypergraph $H(P,F)$ whose vertices are the pseudo-disks in $P$ and the edges are all subsets of $P$ of the form $\{D \in P \mid D \cap S \neq…

计算几何 · 计算机科学 2018-02-27 Boris Aronov , Anirudh Donakonda , Esther Ezra , Rom Pinchasi

In the current era of neural networks and big data, higher dimensional data is processed for automation of different application areas. Graphs represent a complex data organization in which dependencies between more than one object or…

机器学习 · 计算机科学 2019-12-23 Ihsan Ullah , Mario Manzo , Mitul Shah , Michael Madden

We investigate efficient learning from higher-order graph convolution and learning directly from adjacency matrices for node classification. We revisit the scaled graph residual network and remove ReLU activation from residual layers and…

机器学习 · 计算机科学 2022-09-13 Kishan Wimalawarne , Taiji Suzuki

The goal of this work is to give precise bounds on the counting complexity of a family of generalized coloring problems (list homomorphisms) on bounded-treewidth graphs. Given graphs $G$, $H$, and lists $L(v)\subseteq V(H)$ for every $v\in…

计算复杂性 · 计算机科学 2021-11-01 Jacob Focke , Dániel Marx , Paweł Rzążewski

Hypertree decompositions of hypergraphs are a generalization of tree decompositions of graphs. The corresponding hypertree-width is a measure for the cyclicity and therefore tractability of the encoded computation problem. Many NP-hard…

数据结构与算法 · 计算机科学 2008-10-12 Georg Gottlob , Marko Samer