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As IoT devices are becoming widely deployed, there exist many threats to IoT-based systems due to their inherent vulnerabilities. One effective approach to improving IoT security is to deploy IoT honeypot systems, which can collect attack…

Cryptography and Security · Computer Science 2023-05-12 Chongqi Guan , Heting Liu , Guohong Cao , Sencun Zhu , Thomas La Porta

Internet of Things (IoT) based applications face an increasing number of potential security risks, which need to be systematically assessed and addressed. Expert-based manual assessment of IoT security is a predominant approach, which is…

Cryptography and Security · Computer Science 2021-09-10 Xuanyu Duan , Mengmeng Ge , Triet H. M. Le , Faheem Ullah , Shang Gao , Xuequan Lu , M. Ali Babar

In recent years the number of IoT devices in home networks has increased dramatically. Whenever a new device connects to the network, it must be quickly managed and secured using the relevant security mechanism or QoS policy. Thus a key…

Networking and Internet Architecture · Computer Science 2019-10-15 Anat Bremler-Barr , Haim Levy , Zohar Yakhini

Maintaining security in IoT systems depends on intrusion detection since these networks' sensitivity to cyber-attacks is growing. Based on the IoT23 dataset, this study explores the use of several Machine Learning (ML) and Deep Learning…

Cryptography and Security · Computer Science 2025-04-01 Md Ahnaf Akif

IoT devices have become popular targets for various network attacks due to their lack of industry-wide security standards. In this work, we focus on smart home IoT device identification and defending them against Distributed Denial of…

Cryptography and Security · Computer Science 2021-06-18 Holden Gordon , Christopher Batula , Bhagyashri Tushir , Behnam Dezfouli , Yuhong Liu

The Internet as we know it Today, comprises several fundamental interrelated networks, among which is the Internet of Things (IoT). Despite their versatility, several IoT devices are vulnerable from a security perspective, which renders…

Networking and Internet Architecture · Computer Science 2020-10-28 Zainab Al-Othman , Mouhammd Alkasassbeh , Sherenaz AL-Haj Baddar

Internet of Things (IoT) is transforming human lives by paving the way for the management of physical devices on the edge. These interconnected IoT objects share data for remote accessibility and can be vulnerable to open attacks and…

Cryptography and Security · Computer Science 2021-04-27 Muhammad Almas Khan , Muazzam A Khan , Shahid Latif , Awais Aziz Shah , Mujeeb Ur Rehman , Wadii Boulila , Maha Driss , Jawad Ahmad

The recent advancements in the Internet of Things (IoT) are giving rise to the proliferation of interconnected devices, enabling various smart applications. These enormous number of IoT devices generates a large capacity of data that…

Signal Processing · Electrical Eng. & Systems 2020-08-18 Ruhul Amin Khalil , Nasir Saeed , Yasaman Moradi Fard , Tareq Y. Al-Naffouri , Mohamed-Slim Alouini

The increasing use of the Internet of Things raises security concerns. To address this, device fingerprinting is often employed to authenticate devices, detect adversaries, and identify eavesdroppers in an environment. This requires the…

Cryptography and Security · Computer Science 2025-12-23 Justin Feng , Amirmohammad Haddad , Nader Sehatbakhsh

With the proliferation of devices on the Internet of Things (IoT), ensuring their security has become paramount. Device identification (DI), which distinguishes IoT devices based on their traffic patterns, plays a crucial role in both…

Cryptography and Security · Computer Science 2025-11-12 Kahraman Kostas , Rabia Yasa Kostas , Mike Just , Michael A. Lones

In this paper, we first highlight three major challenges to large-scale adoption of deep learning at the edge: (i) Hardware-constrained IoT devices, (ii) Data security and privacy in the IoT era, and (iii) Lack of network-aware deep…

Machine Learning · Statistics 2020-08-26 Kartikeya Bhardwaj , Wei Chen , Radu Marculescu

The Internet of things (IoT) is still in its infancy and has attracted much interest in many industrial sectors including medical fields, logistics tracking, smart cities and automobiles. However as a paradigm, it is susceptible to a range…

Neural and Evolutionary Computing · Computer Science 2017-04-10 Elike Hodo , Xavier Bellekens , Andrew Hamilton , Pierre-louis Dubouilh , Ephraim Iorkyase , Christos Tachtatzis , Robert Atkinson

Device fingerprinting can be used by Internet Service Providers (ISPs) to identify vulnerable IoT devices for early prevention of threats. However, due to the wide deployment of middleboxes in ISP networks, some important data, e.g.,…

Networking and Internet Architecture · Computer Science 2024-05-24 Ruoyu Li , Qing Li , Tao Lin , Qingsong Zou , Dan Zhao , Yucheng Huang , Gareth Tyson , Guorui Xie , Yong Jiang

The increase of IoT devices, driven by advancements in hardware technologies, has led to widespread deployment in large-scale networks that process massive amounts of data daily. However, the reliance on Edge Computing to manage these…

Cryptography and Security · Computer Science 2025-08-05 Dulana Rupanetti , Naima Kaabouch

A significant increase in the number of interconnected devices and data communication through wireless networks has given rise to various threats, risks and security concerns. Internet of Things (IoT) applications is deployed in almost…

Cryptography and Security · Computer Science 2021-11-03 Poornima Mahadevappa , Syeda Mariam Muzammal , Raja Kumar Murugesan

Smart homes are increasingly populated with heterogeneous Internet of Things (IoT) devices that interact continuously with users and the environment. This diversity introduces critical challenges in device identification, authentication,…

Cryptography and Security · Computer Science 2025-10-14 Eduardo Baena , Han Yang , Dimitrios Koutsonikolas , Israat Haque

In recent years, the growth of Internet of Things (IoT) as an emerging technology has been unbelievable. The number of networkenabled devices in IoT domains is increasing dramatically, leading to the massive production of electronic data.…

Machine Learning · Computer Science 2020-01-29 Meysam Vakili , Mohammad Ghamsari , Masoumeh Rezaei

The rapid proliferation of Internet of Things (IoT) devices has transformed numerous industries by enabling seamless connectivity and data-driven automation. However, this expansion has also exposed IoT networks to increasingly…

Cryptography and Security · Computer Science 2026-02-19 Dilli Prasad Sharma , Liang Xue , Xiaowei Sun , Xiaodong Lin , Pulei Xiong

The Internet has become a prime subject to security attacks and intrusions by attackers. These attacks can lead to system malfunction, network breakdown, data corruption or theft. A network intrusion detection system (IDS) is a tool used…

Cryptography and Security · Computer Science 2022-03-14 Tanwir Ahmad , Dragos Truscan , Juri Vain , Ivan Porres

With the proliferation of IoT devices, researchers have developed a variety of IoT device identification methods with the assistance of machine learning. Nevertheless, the security of these identification methods mostly depends on collected…

Cryptography and Security · Computer Science 2023-12-19 Tao Hou , Tao Wang , Zhuo Lu , Yao Liu , Yalin Sagduyu
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