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The Internet of Things (IoT) provides applications and services that would otherwise not be possible. However, the open nature of IoT make it vulnerable to cybersecurity threats. Especially, identity spoofing attacks, where an adversary…

机器学习 · 计算机科学 2020-09-07 Yongxin Liu , Jian Wang , Jianqiang Li , Houbing Song , Thomas Yang , Shuteng Niu , Zhong Ming

The rapid expansion of the Internet of Things (IoT) has revolutionized various domains, offering significant benefits through enhanced interconnectivity and data exchange. However, the security challenges associated with IoT networks have…

密码学与安全 · 计算机科学 2024-10-18 Kim Jae-Dong

Internet of Things (IoT) is a whole new ecosystem comprised of heterogeneous connected devices -i.e. computers, laptops, smart-phones and tablets as well as embedded devices and sensors-that communicate to deliver capabilities making our…

密码学与安全 · 计算机科学 2021-09-21 Stavros Shiaeles , Nicholas Kolokotronis , Emanuele Bellini

Internet of Things (IoT) is becoming truly ubiquitous in our everyday life, but it also faces unique security challenges. Intrusion detection is critical for the security and safety of a wireless IoT network. This paper discusses the…

密码学与安全 · 计算机科学 2019-01-10 Kai Yang , Jie Ren , Yanqiao Zhu , Weiyi Zhang

Nowadays, the Internet of Things (IoT) is widely employed, and its usage is growing exponentially because it facilitates remote monitoring, predictive maintenance, and data-driven decision making, especially in the healthcare and industrial…

密码学与安全 · 计算机科学 2025-06-10 Silvia Lucia Sanna , Diego Soi , Davide Maiorca , Giorgio Giacinto

The rapid expansion of the Internet of Things (IoT) is reshaping communication and operational practices across industries, but it also broadens the attack surface and increases susceptibility to security breaches. Artificial Intelligence…

密码学与安全 · 计算机科学 2025-11-11 Seif Ikbarieh , Kshitiz Aryal , Maanak Gupta

The Internet of Things (IoT) faces tremendous security challenges. Machine learning models can be used to tackle the growing number of cyber-attack variations targeting IoT systems, but the increasing threat posed by adversarial attacks…

密码学与安全 · 计算机科学 2023-03-06 João Vitorino , Isabel Praça , Eva Maia

Artificial Intelligence (AI) development has encouraged many new research areas, including AI-enabled Internet of Things (IoT) network. AI analytics and intelligent paradigms greatly improve learning efficiency and accuracy. Applying these…

密码学与安全 · 计算机科学 2021-12-24 Sandhya Aneja , Melanie Ang Xuan En , Nagender Aneja

The Internet of Things (IoT) integrates billions of smart devices that can communicate with one another with minimal human intervention. It is one of the fastest developing fields in the history of computing, with an estimated 50 billion…

密码学与安全 · 计算机科学 2018-07-31 Mohammed Ali Al-Garadi , Amr Mohamed , Abdulla Al-Ali , Xiaojiang Du , Mohsen Guizani

Internet of Things (IoT) devices can be exploited by the attackers as entry points to break into the IoT networks without early detection. Little work has taken hybrid approaches that combine different defense mechanisms in an optimal way…

密码学与安全 · 计算机科学 2019-08-02 Mengmeng Ge , Jin-Hee Cho , Charles A. Kamhoua , Dong Seong Kim

Denial of service attacks are especially pertinent to the internet of things as devices have less computing power, memory and security mechanisms to defend against them. The task of mitigating these attacks must therefore be redirected from…

密码学与安全 · 计算机科学 2020-08-10 Luca Arnaboldi , Charles Morisset

The acceptance of Internet of Things (IoT) applications and services has seen an enormous rise of interest in IoT. Organizations have begun to create various IoT based gadgets ranging from small personal devices such as a smart watch to a…

机器学习 · 计算机科学 2021-04-07 Satish Pokhrel , Robert Abbas , Bhulok Aryal

Previous research on behavior-based attack detection for networks of IoT devices has resulted in machine learning models whose ability to adapt to unseen data is limited and often not demonstrated. This paper presents IoTGeM, an approach…

密码学与安全 · 计算机科学 2026-02-24 Kahraman Kostas , Mike Just , Michael A. Lones

Machine learning (ML) models serve as powerful tools for threat detection and mitigation; however, they also introduce potential new risks. Adversarial input can exploit these models through standard interfaces, thus creating new attack…

密码学与安全 · 计算机科学 2025-03-10 Betül Güvenç Paltun , Ramin Fuladi , Rim El Malki

The growing use of IoT devices in organizations has increased the number of attack vectors available to attackers due to the less secure nature of the devices. The widely adopted bring your own device (BYOD) policy which allows an employee…

密码学与安全 · 计算机科学 2020-09-25 Jaidip Kotak , Yuval Elovici

The proliferation of IoT systems, has seen them targeted by malicious third parties. To address this, realistic protection and investigation countermeasures need to be developed. Such countermeasures include network intrusion detection and…

密码学与安全 · 计算机科学 2018-11-05 Nickolaos Koroniotis , Nour Moustafa , Elena Sitnikova , Benjamin Turnbull

The proliferation of the Internet of Things (IoT) has raised concerns about the security of connected devices. There is a need to develop suitable and cost-efficient methods to identify vulnerabilities in IoT devices in order to address…

密码学与安全 · 计算机科学 2023-03-23 Volviane Saphir Mfogo , Alain Zemkoho , Laurent Njilla , Marcellin Nkenlifack , Charles Kamhoua

Permissionless distributed ledgers provide a promising approach to deal with the Internet of Things (IoT) paradigm. Since IoT devices mostly generate data transactions and micropayments, distributed ledgers that use fees to regulate the…

密码学与安全 · 计算机科学 2021-04-08 Vidal Attias , Luigi Vigneri , Vassil Dimitrov

IoT application domains, device diversity and connectivity are rapidly growing. IoT devices control various functions in smart homes and buildings, smart cities, and smart factories, making these devices an attractive target for attackers.…

密码学与安全 · 计算机科学 2023-02-17 Phillip Rieger , Marco Chilese , Reham Mohamed , Markus Miettinen , Hossein Fereidooni , Ahmad-Reza Sadeghi

This study investigates behavior-targeted attacks on reinforcement learning and their countermeasures. Behavior-targeted attacks aim to manipulate the victim's behavior as desired by the adversary through adversarial interventions in state…

机器学习 · 计算机科学 2026-02-18 Shojiro Yamabe , Kazuto Fukuchi , Jun Sakuma