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Internet of Things (IoT) is becoming more frequently used in more applications as the number of connected devices is in a rapid increase. More connected devices result in bigger challenges in terms of scalability, maintainability and most…

Cryptography and Security · Computer Science 2020-10-22 Ahmad M. N. Zaza , Suleiman K. Kharroub , Khalid Abualsaud

This work investigates the possibilities enabled by federated learning concerning IoT malware detection and studies security issues inherent to this new learning paradigm. In this context, a framework that uses federated learning to detect…

Cryptography and Security · Computer Science 2022-01-17 Valerian Rey , Pedro Miguel Sánchez Sánchez , Alberto Huertas Celdrán , Gérôme Bovet , Martin Jaggi

Accurately identifying gas mixtures and estimating their concentrations are crucial across various industrial applications using gas sensor arrays. However, existing models face challenges in generalizing across heterogeneous datasets,…

Machine Learning · Computer Science 2024-12-19 Ding Wang , Lei Wang , Huilin Yin , Guoqing Gu , Zhiping Lin , Wenwen Zhang

An increasing number of Internet of Things (IoT) devices are connecting to the Internet, yet many of these devices are fundamentally insecure, exposing the Internet to a variety of attacks. Botnets such as Mirai have used insecure consumer…

Cryptography and Security · Computer Science 2018-12-18 Rohan Doshi , Noah Apthorpe , Nick Feamster

IoT environments such as smart homes are susceptible to privacy inference attacks, where attackers can analyze patterns of encrypted network traffic to infer the state of devices and even the activities of people. While most existing…

Cryptography and Security · Computer Science 2025-12-09 Ronghua Li , Shinan Liu , Haibo Hu , Qingqing Ye , Nick Feamster

The need for secure Internet of Things (IoT) devices is growing as IoT devices are becoming more integrated into vital networks. Many systems rely on these devices to remain available and provide reliable service. Denial of service attacks…

Cryptography and Security · Computer Science 2022-08-19 Jared Mathews , Prosenjit Chatterjee , Shankar Banik

The increased reliance on the Internet and the corresponding surge in connectivity demand has led to a significant growth in Internet-of-Things (IoT) devices. The continued deployment of IoT devices has in turn led to an increase in network…

Cryptography and Security · Computer Science 2020-12-22 MohammadNoor Injadat , Abdallah Moubayed , Abdallah Shami

Network telescopes serve as a critical passive monitoring tool for capturing unsolicited Internet traffic, providing insights into global scanning and reconnaissance behavior. This study analyzes a 10-day dataset during January 2025…

Cryptography and Security · Computer Science 2026-05-05 Shereen Ismail , Taelyn Dyer , Raul Martinez , Garrett Gastman , Yozelyn Chavez , Asma Jodeiri Akbarfam

Internet of Things (IoT) has become a popular paradigm to fulfil needs of the industry such as asset tracking, resource monitoring and automation. As security mechanisms are often neglected during the deployment of IoT devices, they are…

Cryptography and Security · Computer Science 2022-11-21 Martin Kodys , Zhi Lu , Kar Wai Fok , Vrizlynn L. L. Thing

The increasing use of Internet of Things (IoT) devices has led to a rise in security related concerns regarding IoT Networks. The surveillance cameras in IoT networks are vulnerable to security threats such as brute force and zero-day…

Cryptography and Security · Computer Science 2025-09-09 Umair Amjid , M. Umar Khan , S. A. Manan Kirmani

The increasing integration of the Internet of Medical Things (IoMT) into healthcare systems has significantly enhanced patient care but has also introduced critical cybersecurity challenges. This paper presents a novel approach based on…

Cryptography and Security · Computer Science 2025-02-24 Alireza Mohamadi , Hosna Ghahramani , Seyyed Amir Asghari , Mehdi Aminian

Secure signal authentication is arguably one of the most challenging problems in the Internet of Things (IoT) environment, due to the large-scale nature of the system and its susceptibility to man-in-the-middle and eavesdropping attacks. In…

Cryptography and Security · Computer Science 2019-06-05 Aidin Ferdowsi , Walid Saad

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

The plethora of Internet of Things (IoT) devices leads to explosive network traffic. The network traffic classification (NTC) is an essential tool to explore behaviours of network flows, and NTC is required for Internet service providers…

Networking and Internet Architecture · Computer Science 2021-10-01 Yoga Suhas Kuruba Manjunath , Sihao Zhao , Xiao-Ping Zhang

Network threat detection has been challenging due to the complexities of attack activities and the limitation of historical threat data to learn from. To help enhance the existing practices of using analytics, machine learning, and…

Machine Learning · Computer Science 2025-05-15 Lili Zhang , Quanyan Zhu , Herman Ray , Ying Xie

Embedded devices are specialised devices designed for one or only a few purposes. They are often part of a larger system, through wired or wireless connection. Those embedded devices that are connected to other computers or embedded systems…

Artificial Intelligence · Computer Science 2023-11-21 Gergely Hevesi

The Internet of Things (IoT) is one of the fastest-growing computing industries. By the end of 2027, more than 29 billion devices are expected to be connected. These smart devices can communicate with each other with and without human…

Cryptography and Security · Computer Science 2024-10-21 Rami Darwish , Mahmoud Abdelsalam , Sajad Khorsandroo

The continued growth in the deployment of Internet-of-Things (IoT) devices has been fueled by the increased connectivity demand, particularly in industrial environments. However, this has led to an increase in the number of network related…

Cryptography and Security · Computer Science 2024-01-12 MohammadNoor Injadat

The rapid growth of Internet of Things (IoT) devices has increased the scale and diversity of cyberattacks, exposing limitations in traditional intrusion detection systems. Classical machine learning (ML) models such as Random Forest and…

Cryptography and Security · Computer Science 2026-01-22 Piyumi Bhagya Sudasinghe , Kushan Sudheera Kalupahana Liyanage , Harsha S. Gardiyawasam Pussewalage

The rapid expansion of the Industrial Internet of Things (IIoT) has significantly advanced digital technologies and interconnected industrial systems, creating substantial opportunities for growth. However, this growth has also heightened…

Machine Learning · Computer Science 2025-01-28 Tasnimul Hasan , Abrar Hossain , Mufakir Qamar Ansari , Talha Hussain Syed