有关信息安全（InfoSec）的最新出版物和专利

本周：区块链、安全意识、动态访问控制、零信任、物联网、漏洞、对策、安全、防火墙、异常分类、决策支持工具、策略配置、变形器、SeqGAN、恶意软件、文档类型、联合学习、物联网恶意软件检测、隐私保护框架、可靠性、物联网、网络安全、威胁建模、太阳能、动态加密、数字文档、GPS 芯片、快速反应代码、声音指示器、门禁系统、电机组件、出口装置

8 月 17, 2025

Control Systems, 密碼學, 网络安全, 文档管理系统（DMS）, Embedded Systems, 加密, 全球定位系统（GPS）, 物联网 (IoT), RFID

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This is our latest selection of worldwide publications and patents in english on Information Security (InfoSec), between many scientific online journals, classified and focused on information security, infosec, ransomware, authentication, phishing, malware, firewall, 加密, intrusion detection, intrusion prevention, zero-day exploit, multi-factor authentication, public key, private key, access control, denial of service, social engineering, security awareness, encryption, CIA triad, antivirus and cipher.

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Blockchain-Enabled Federated Learning with Knowledge Distillation for Intrusion Detection

Published on 2025-02-17 by Mohammed Shalan, Md Rakibul Hasan, Yan Bai, Juan Li @MDPI

Abstract: The increasing adoption of smart home devices has raised significant concerns regarding privacy, security, and vulnerability to cyber threats. This study addresses these challenges by presenting a federated learning framework enhanced with blockchain technology to detect intrusions in smart home environments. The proposed approach combines knowledge distillation and transfer learning to support heterogeneous IoT devices with varying computational capacities, ensuring efficient local training wit[...]

Our summary: Study presents a blockchain-enabled federated learning framework for detecting intrusions in smart home environments. The approach combines knowledge distillation and transfer learning to support heterogeneous IoT devices, ensuring efficient local training without compromising privacy. Results show significant improvements in intrusion detection accuracy, particularly for resource-constrained devices.

Blockchain, Federated Learning, Knowledge Distillation, Intrusion Detection

Publication

A Blockchain-Based Smart Contract Approach

Published on 2025-02-15 by Abdullahi Chowdhury, Sakib Shahriar Shafin, Saleh Masum, Joarder Kamruzzaman, Shi Dong @MDPI

Abstract: Increasing adoption of electric vehicles (EVs) and the expansion of EV charging infrastructure present opportunities for enhancing sustainable transportation within smart cities. However, the interconnected nature of EV charging stations (EVCSs) exposes this infrastructure to various cyber threats, including false data injection, man-in-the-middle attacks, malware intrusions, and denial of service attacks. Financial attacks, such as false billing and theft of credit card information, also pose s[...]