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Graph Neural Networks (GNNs) have achieved remarkable success in graph-based learning by propagating information among neighbor nodes via predefined aggregation mechanisms. However, such fixed schemes often suffer from two key limitations.…

计算与语言 · 计算机科学 2025-10-21 Minghao Guo , Xi Zhu , Haochen Xue , Chong Zhang , Shuhang Lin , Jingyuan Huang , Ziyi Ye , Yongfeng Zhang

Critical National Infrastructure (CNI) encompasses a nation's essential assets that are fundamental to the operation of society and the economy, ensuring the provision of vital utilities such as energy, water, transportation, and…

Building resilience into today's complex infrastructures is critical to the daily functioning of society and its ability to withstand and recover from natural disasters, epidemics, and cyber-threats. This study proposes quantitative…

The study of network robustness is a critical tool in the characterization and sense making of complex interconnected systems such as infrastructure, communication and social networks. While significant research has been conducted in all of…

社会与信息网络 · 计算机科学 2022-03-31 Scott Freitas , Diyi Yang , Srijan Kumar , Hanghang Tong , Duen Horng Chau

As 6G and beyond redefine connectivity, wireless networks become the foundation of critical operations, making resilience more essential than ever. With this shift, wireless systems cannot only take on vital services previously handled by…

信号处理 · 电气工程与系统科学 2026-04-28 Kevin Weinberger , Robert-Jeron Reifert , Aydin Sezgin , Mehdi Bennis

This paper proposes a cyber-physical cooperative mitigation framework to enhance power systems resilience under extreme events, e.g., earthquakes and hurricanes. Extreme events can simultaneously damage the physical-layer electric power…

系统与控制 · 电气工程与系统科学 2022-09-21 Pudong Ge , Fei Teng , Charalambos Konstantinou , Shiyan Hu

With the growing share of renewable energy sources, the uncertainty in power supply is increasing. In addition to the inherent fluctuations in the renewables, this is due to the threat of deliberate malicious attacks, which may become more…

系统与控制 · 电气工程与系统科学 2024-02-15 Sarah Braun , Sebastian Albrecht , Sergio Lucia

Deep reinforcement learning (DRL) has been widely used in many important tasks of communication networks. In order to improve the perception ability of DRL on the network, some studies have combined graph neural networks (GNNs) with DRL,…

密码学与安全 · 计算机科学 2025-01-22 Xuzeng Li , Tao Zhang , Jian Wang , Zhen Han , Jiqiang Liu , Jiawen Kang , Dusit Niyato , Abbas Jamalipour

Demonstrations, protests, riots, and shifts in public opinion respond to the coordinating potential of communication networks. Digital technologies have turned interpersonal networks into massive, pervasive structures that constantly…

物理与社会 · 物理学 2017-03-14 Pablo Piedrahita , Javier Borge-Holthoefer , Yamir Moreno , Sandra González-Bailón

Self-organizing cyber-physical systems are expected to become increasingly important in the context of Industry 4.0 automation as well as in everyday scenarios. Resilient communication is crucial for such systems. In general, this can be…

网络与互联网体系结构 · 计算机科学 2017-01-24 Henner Heck , Olga Kieselmann , Arno Wacker

Microgrids present an effective solution for the coordinated deployment of various distributed energy resources and furthermore provide myriad additional benefits such as resilience, decreased carbon footprint, and reliability to energy…

系统与控制 · 电气工程与系统科学 2022-03-24 Sakshi Mishra , Ted Kwasnik , Kate Anderson

We believe that agents for automated incident response based on machine learning need to handle changes in network structure. Computer networks are dynamic, and can naturally change in structure over time. Retraining agents for small…

人工智能 · 计算机科学 2024-07-09 Jakob Nyberg , Pontus Johnson

Distributed diffusion is a powerful algorithm for multi-task state estimation which enables networked agents to interact with neighbors to process input data and diffuse information across the network. Compared to a centralized approach,…

多智能体系统 · 计算机科学 2020-03-27 Jiani Li , Xenofon Koutsoukos

Resilience is a key driver for planning adaptation strategies to mitigate risks due to both natural and anthropogenic hazards. The effectiveness of a resilience-driven decision-making strategy for adapting systems against stressors depends…

系统与控制 · 电气工程与系统科学 2022-07-19 Lamis Amer , Murat Erkoc , Esber Andiroglu , Nurcin Celik

The rapid evolution of cyber threats has increased the need for robust methods to discover vulnerabilities in increasingly complex and diverse network protocols. This paper introduces Network Attack-centric Compositional Testing (NACT), a…

密码学与安全 · 计算机科学 2025-03-04 Christophe Crochet , John Aoga , Axel Legay

Distributed microgrids are conventionally dependent on communication networks to achieve secondary control objectives. This dependence makes them vulnerable to stealth data integrity attacks (DIAs) where adversaries may perform…

系统与控制 · 电气工程与系统科学 2024-11-13 Suman Rath , Subham Sahoo

Urban energy systems face increasing challenges due to high penetration of renewable energy sources, extreme weather events, and other high-impact, low-probability disruptions. This project proposes a community-centered, open-access…

系统与控制 · 电气工程与系统科学 2026-02-11 Arya Abdollahi

Street networks allow people and goods to move through cities, but they are vulnerable to disasters like floods, earthquakes, and terrorist attacks. Well-planned network design can make a city more resilient and robust to such disruptions,…

物理与社会 · 物理学 2024-03-19 Geoff Boeing , Jaehyun Ha

Resilient operation of interdependent infrastructures against compound hazard events is essential for maintaining societal well-being. To address consequence assessment challenges in this problem space, we propose a novel tri-level…

系统与控制 · 电气工程与系统科学 2023-10-17 Matthew R. Oster , Ilya Amburg , Samrat Chatterjee , Daniel A. Eisenberg , Dennis G. Thomas , Feng Pan , Auroop R. Ganguly

The disaggregation of base stations into discrete RAN functions introduces new threats to mobile networks, as failures in one RAN function can trigger cascading failures and disrupt the entire functional chain, impacting network performance…

网络与互联网体系结构 · 计算机科学 2025-11-12 Gabriel M. Almeida , Jacek Kibiłda , Joao F. Santos , Kleber Vieira Cardoso