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With the purpose of defending against lateral movement in today's borderless networks, Zero Trust Architecture (ZTA) adoption is gaining momentum. With a full scale ZTA implementation, it is unlikely that adversaries will be able to spread…

密码学与安全 · 计算机科学 2021-11-17 Lampis Alevizos , Vinh Thong Ta , Max Hashem Eiza

With the increasing number of connected devices and complex networks involved, current domain-specific security techniques become inadequate for diverse large-scale Internet of Things (IoT) systems applications. While cross-domain…

网络与互联网体系结构 · 计算机科学 2025-01-08 Xiaoyu Ma , Fang Fang , Xianbin Wang

Due to their rapid growth and deployment, Internet of things (IoT) devices have become a central aspect of our daily lives. However, they tend to have many vulnerabilities which can be exploited by an attacker. Unsupervised techniques, such…

计算机与社会 · 计算机科学 2018-04-11 Tomer Golomb , Yisroel Mirsky , Yuval Elovici

Internet of Things (IoT) devices pose significant security challenges due to their heterogeneity (i.e., hardware and software) and vulnerability to extensive attack surfaces. Today's conventional perimeter-based systems use credential-based…

密码学与安全 · 计算机科学 2023-11-29 Cem Bicer , Ilir Murturi , Praveen Kumar Donta , Schahram Dustdar

Cyber threats have become highly sophisticated, prompting a heightened concern for endpoint security, especially in critical infrastructure, to new heights. A security model, such as Zero Trust Architecture (ZTA), is required to overcome…

密码学与安全 · 计算机科学 2026-02-11 Shyam Kumar Gajula

Due to their rapid growth and deployment, the Internet of things (IoT) have become a central aspect of our daily lives. Unfortunately, IoT devices tend to have many vulnerabilities which can be exploited by an attacker. Unsupervised…

密码学与安全 · 计算机科学 2020-06-19 Yisroel Mirsky , Tomer Golomb , Yuval Elovici

Traditional security architectures are becoming more vulnerable to distributed attacks due to significant dependence on trust. This will further escalate when implementing agentic AI within the systems, as more components must be secured…

网络与互联网体系结构 · 计算机科学 2025-09-29 Fannya R. Sandjaja , Ayesha A. Majeed , Abdullah Abdullah , Gyan Wickremasinghe , Karen Rafferty , Vishal Sharma

With the growing need to comply with privacy regulations and respond to user data deletion requests, integrating machine unlearning into IoT-based federated learning has become imperative. Traditional unlearning methods, however, often lack…

密码学与安全 · 计算机科学 2024-06-03 Xuhan Zuo , Minghao Wang , Tianqing Zhu , Lefeng Zhang , Shui Yu , Wanlei Zhou

Zero Trust Architecture (ZTA) represents a transformative approach to modern cybersecurity, directly addressing the shortcomings of traditional perimeter-based security models. With the rise of cloud computing, remote work, and increasingly…

密码学与安全 · 计算机科学 2024-10-25 Mahmud Hasan

Given the increasing complexity of threats in smart cities, the changing environment, and the weakness of traditional security systems, which in most cases fail to detect serious threats such as zero-day attacks, the need for alternative…

密码学与安全 · 计算机科学 2021-02-26 Konstantinos Demertzis

Federated Leaning is an emerging approach to manage cooperation between a group of agents for the solution of Machine Learning tasks, with the goal of improving each agent's performance without disclosing any data. In this paper we present…

机器学习 · 计算机科学 2022-08-09 Gabriele Santin , Inna Skarbovsky , Fabiana Fournier , Bruno Lepri

Converging Zero Trust (ZT) with learning techniques can solve various operational and security challenges in Distributed Computing Continuum Systems (DCCS). Implementing centralized ZT architecture is seen as unsuitable for the computing…

密码学与安全 · 计算机科学 2023-12-27 Ilir Murturi , Praveen Kumar Donta , Victor Casamayor Pujol , Andrea Morichetta , Schahram Dustdar

In this position paper, we discuss the critical need for integrating zero trust (ZT) principles into next-generation communication networks (5G/6G). We highlight the challenges and introduce the concept of an intelligent zero trust…

网络与互联网体系结构 · 计算机科学 2022-07-28 Keyvan Ramezanpour , Jithin Jagannath

Nowadays, blockchain-based technologies are being developed in various industries to improve data security. In the context of the Industrial Internet of Things (IIoT), a chain-based network is one of the most notable applications of…

密码学与安全 · 计算机科学 2022-04-22 Abbas Yazdinejad , Ali Dehghantanha , Reza M. Parizi , Mohammad Hammoudeh , Hadis Karimipour , Gautam Srivastava

The COVID-19 pandemic necessitated the emergence of decentralized Clinical Trials (DCTs) due to patient retention, accelerate trials, improve data accessibility, enable virtual care, and facilitate seamless communication through integrated…

Zero Trust Architecture (ZTA) is one of the paradigm changes in cybersecurity, from the traditional perimeter-based model to perimeterless. This article studies the core concepts of ZTA, its beginning, a few use cases and future trends.…

密码学与安全 · 计算机科学 2025-04-17 Md Nasiruzzaman , Maaruf Ali , Iftekhar Salam , Mahdi H. Miraz

The rapid expansion of the Internet of Things (IoT) ecosystem has transformed various sectors but has also introduced significant cybersecurity challenges. Traditional centralized security methods often struggle to balance privacy…

密码学与安全 · 计算机科学 2025-02-18 Milad Rahmati

Federated learning is an emerging privacy-preserving AI technique where clients (i.e., organisations or devices) train models locally and formulate a global model based on the local model updates without transferring local data externally.…

机器学习 · 计算机科学 2021-11-01 Sin Kit Lo , Yue Liu , Qinghua Lu , Chen Wang , Xiwei Xu , Hye-Young Paik , Liming Zhu

Zero Trust Architecture (ZTA) has become a widely adopted model for securing enterprise environments, promoting continuous verification and minimal trust across systems. However, its application in mobile contexts remains limited, despite…

密码学与安全 · 计算机科学 2025-08-26 Alexander Tabalipa

As cyber threats become more complex, modern networks struggle to balance security, scalability, and computational efficiency. While quantum computing offers a promising solution, adoption is limited by scalability constraints,…

量子物理 · 物理学 2025-02-12 Shakil Ahmed , Ibne Farabi Shihab , Ashfaq Khokhar
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