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Many real-world applications give rise to large heterogeneous networks where nodes and edges can be of any arbitrary type (e.g., user, web page, location). Special cases of such heterogeneous graphs include homogeneous graphs, bipartite,…

社会与信息网络 · 计算机科学 2019-05-14 Ryan A. Rossi , Nesreen K. Ahmed , Aldo Carranza , David Arbour , Anup Rao , Sungchul Kim , Eunyee Koh

Graph Neural Networks have emerged as the most popular architecture for graph-level learning, including graph classification and regression tasks, which frequently arise in areas such as biochemistry and drug discovery. Achieving good…

机器学习 · 计算机科学 2025-03-04 Lukas Fesser , Melanie Weber

Software Defined Networks has seen tremendous growth and deployment in different types of networks. Compared to traditional networks it decouples the control logic from network layer devices, and centralizes it for efficient traffic…

网络与互联网体系结构 · 计算机科学 2019-02-22 Zohaib Latif , Kashif Sharif , Fan Li , Md Monjurul Karim , Yu Wang

Since real-world objects and their interactions are often multi-modal and multi-typed, heterogeneous networks have been widely used as a more powerful, realistic, and generic superclass of traditional homogeneous networks (graphs).…

社会与信息网络 · 计算机科学 2020-12-18 Carl Yang , Yuxin Xiao , Yu Zhang , Yizhou Sun , Jiawei Han

To achieve global coverage and ubiquitous connectivity, the non-terrestrial network (NTN) has been regarded as a key enabler in the sixth generation (6G) network, which includes uncrewed aerial vehicles (UAVs), high-altitude platforms…

系统与控制 · 电气工程与系统科学 2026-01-23 Jikang Deng , Hui Zhou , Mohamed-Slim Alouini

The Internet is inherently a multipath network---for an underlying network with only a single path connecting various nodes would have been debilitatingly fragile. Unfortunately, traditional Internet technologies have been designed around…

网络与互联网体系结构 · 计算机科学 2015-09-18 Junaid Qadir , Anwaar Ali , Kok-Lim Alvin Yau , Arjuna Sathiaseelan , Jon Crowcroft

Socio-technical networks represent emerging cyber-physical infrastructures that are tightly interwoven with human networks. The coupling between human and technical networks presents significant challenges in managing, controlling, and…

系统与控制 · 电气工程与系统科学 2024-11-07 Quanyan Zhu , Tamer Başar

With the quick proliferation of extended reality (XR) services, the mobile communications networks are faced with gigantic challenges to meet the diversified and challenging service requirements. A tight coordination or even convergence of…

网络与互联网体系结构 · 计算机科学 2023-06-16 Shuangfeng Han , Zhiming Liu , Tao Sun , Xiaoyun Wang

In the past few decades, the world has witnessed a rapid growth in mobile communication and reaped great benefits from it. Even though the fourth generation (4G) mobile communication system is just being deployed worldwide, proliferating…

网络与互联网体系结构 · 计算机科学 2014-12-16 Mao Yang , Yong Li , Long Hu , Bo Li , Depeng Jin , Sheng Chen , Zhongjiang Yan

Today's needs for monitoring and control of different devices in organizations require an Internet of Things (IoT) platform that can integrate heterogeneous elements provided by multiple vendors and using different protocols, data formats…

系统与控制 · 电气工程与系统科学 2024-01-30 Tomás Domínguez-Bolaño , Omar Campos , Valentín Barral , Carlos J. Escudero , José A. García-Naya

With an ever growing number of heterogeneous applicational services running on equally heterogeneous computational systems, the problem of resource management becomes more essential. Although current solutions consider some network and time…

分布式、并行与集群计算 · 计算机科学 2025-08-05 Rui Eduardo Lopes , Duarte Raposo , Pedro V. Teixeira , Susana Sargento

Complex systems are not entirely decomposable, hence interdependences arise at the interfaces in complex projects. When changes occur, significant risks arise at these interfaces as it is hard to identify, manage and visualise the systemic…

系统与控制 · 电气工程与系统科学 2024-06-03 Jennifer Whyte , Ranjith Soman , Rafael Sacks , Neda Mohammadi , Nader Naderpajouh , Wei-Ting Hong , Ghang Lee

Expectations regarding the future growth of Internet of Things (IoT)-related technologies are high. These expectations require the realization of a sustainable general purpose application framework that is capable to handle these kinds of…

分布式、并行与集群计算 · 计算机科学 2017-08-17 Alexandre Da Silva Veith , Julio C. S. dos Anjos , Edison Pignaton de Freitas , Thomas Lampoltshammer , Claudio Geyer

Complex systems are characterized by many interacting units that give rise to emergent behavior. A particularly advantageous way to study these systems is through the analysis of the networks that encode the interactions among the system's…

物理与社会 · 物理学 2019-03-21 Alberto Aleta , Yamir Moreno

Understanding and characterizing the vulnerability of urban infrastructures, which refers to the engineering facilities essential for the regular running of cities and that exist naturally in the form of networks, is of great value to us.…

机器学习 · 计算机科学 2023-08-02 Jinzhu Mao , Liu Cao , Chen Gao , Huandong Wang , Hangyu Fan , Depeng Jin , Yong Li

The 3D continuum presents a complex environment that spans the terrestrial, aerial and space domains, with 6Gnetworks serving as a key enabling technology. Current AI approaches for network management rely on monolithic models that fail to…

网络与互联网体系结构 · 计算机科学 2025-05-23 Milos Gravara , Andrija Stanisic , Stefan Nastic

As networks grow in size and complexity, backbones become an essential network representation. Indeed, they provide a simplified yet informative overview of the underlying organization by retaining the most significant and structurally…

社会与信息网络 · 计算机科学 2024-07-30 Sanaa Hmaida , Hocine Cherifi , Mohammed El Hassouni

Heterogeneous small cell network has attracted much attention to satisfy users' explosive data traffic requirements. Heterogeneous cloud small cell network (HCSNet), which combines cloud computing and heterogeneous small cell network, will…

信息论 · 计算机科学 2016-11-17 Haijun Zhang , Chunxiao Jiang , Julian Cheng , Victor C. M. Leung

We consider the problem of designing control protocols for nonlinear network systems affected by heterogeneous, time-varying delays and disturbances. For these networks, the goal is to reject polynomial disturbances affecting the agents and…

最优化与控制 · 数学 2023-03-14 Shihao Xie , Giovanni Russo

Modular structure is ubiquitous among complex networks. We note that most such systems are subject to multiple structural and functional constraints, e.g., minimizing the average path length and the total number of links, while maximizing…

物理与社会 · 物理学 2007-11-05 Raj Kumar Pan , Sitabhra Sinha