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Federated Learning (FL) in the Internet of Things (IoT) environments can enhance machine learning by utilising decentralised data, but at the same time, it might introduce significant privacy and security concerns due to the constrained…

Cryptography and Security · Computer Science 2024-07-26 Adel ElZemity , Budi Arief

Privacy has always been a critical issue in the digital era, particularly with the increasing use of Internet of Things (IoT) devices. As the IoT continues to transform industries such as healthcare, smart cities, and home automation, it…

Cryptography and Security · Computer Science 2026-04-07 Shini Girija , Pranav M. Pawar , Raja Muthalagu , Mithun Mukherjee

The increasing deployment of Internet-of-Things (IoT) devices has accelerated the use of distributed learning frameworks, where data remains local while model updates are shared across decentralized systems. Although this reduces…

Cryptography and Security · Computer Science 2026-05-12 John Cartmell , Alexander Williams

The massive growth of the Internet of Things (IoT) as a network of interconnected entities [18], brings up new challenges in terms of privacy and security requirements to the traditional software engineering domain [4]. To protect the…

Cryptography and Security · Computer Science 2019-10-10 Parvaneh Shayegh , Vijayanta Jain , Amin Rabinia , Sepideh Ghanavati

Despite the surging development and utilization of IoT devices, the security of IoT devices is still in infancy. The security pitfalls of IoT devices have made it easy for hackers to take over IoT devices and use them for malicious…

Cryptography and Security · Computer Science 2021-05-05 Syed Ghazanfar Abbas , Shahzaib Zahid , Faisal Hussain , Ghalib A. Shah , Muhammad Husnain

Addressing trust concerns in Smart Home (SH) systems is imperative due to the limited study on preservation approaches that focus on analyzing and evaluating privacy threats for effective risk management. While most research focuses…

Cryptography and Security · Computer Science 2025-10-27 Emmanuel Dare Alalade , Mohammed Mahyoub , Ashraf Matrawy

Botnets have become a serious security threat not only to the Internet but also to the devices connected to it. Factors like the exponential growth of IoT, the COVID-19 pandemic that's sweeping the planet, and the ever-larger number of…

Cryptography and Security · Computer Science 2022-01-17 Zubair Khaliq , Dawood Ashraf Khan , Asif Iqbal Baba , Shahbaz Ali , Sheikh Umar Farooq

Internet of Things (IoT) applications typically collect and analyse personal data that can be used to derive sensitive information about individuals. However, thus far, privacy concerns have not been explicitly considered in software…

Software Engineering · Computer Science 2019-04-12 Charith Perera , Mahmoud Barhamgi , Arosha K. Bandara , Muhammad Ajmal , Blaine Price , Bashar Nuseibeh

Threat modeling and risk assessments are common ways to identify, estimate, and prioritize risk to national, organizational, and individual operations and assets. Several threat modeling and risk assessment approaches have been proposed…

Cryptography and Security · Computer Science 2021-10-18 Paul Griffioen , Bruno Sinopoli

The Internet of Things (IoT) has the potential to enhance older adults' independence and quality of life, but it also exposes them to security, privacy, accessibility, and usability (SPAU) risks. We conducted a systematic review of 44…

Cryptography and Security · Computer Science 2025-12-19 Suleiman Saka , Sanchari Das

The Internet of Medical Things (IoMT) is a frequent target of attacks -- compromising both patient data and healthcare infra-structure. While privacy-enhanced technologies and services (PETS) are developed to mitigate traditional privacy…

Computers and Society · Computer Science 2022-07-21 Nyteisha Bookert , Mohd Anwar

This paper focuses on Zero-Trust Foundation Models (ZTFMs), a novel paradigm that embeds zero-trust security principles into the lifecycle of foundation models (FMs) for Internet of Things (IoT) systems. By integrating core tenets, such as…

Cryptography and Security · Computer Science 2025-06-02 Kai Li , Conggai Li , Xin Yuan , Shenghong Li , Sai Zou , Syed Sohail Ahmed , Wei Ni , Dusit Niyato , Abbas Jamalipour , Falko Dressler , Ozgur B. Akan

In this paper, we present an end-to-end view of IoT security and privacy and a case study. Our contribution is three-fold. First, we present our end-to-end view of an IoT system and this view can guide risk assessment and design of an IoT…

Cryptography and Security · Computer Science 2018-05-16 Zhen Ling , Kaizheng Liu , Yiling Xu , Chao Gao , Yier Jin , Cliff Zou , Xinwen Fu , Wei Zhao

Users trust IoT apps to control and automate their smart devices. These apps necessarily have access to sensitive data to implement their functionality. However, users lack visibility into how their sensitive data is used (or leaked), and…

Cryptography and Security · Computer Science 2019-11-26 Leonardo Babun , Z. Berkay Celik , Patrick McDaniel , A. Selcuk Uluagac

The Internet of Things (IoT) systems are designed and developed either as standalone applications from the ground-up or with the help of IoT middleware platforms. They are designed to support different kinds of scenarios, such as smart…

Computers and Society · Computer Science 2016-10-02 Charith Perera , Ciaran McCormick , Arosha K. Bandara , Blaine A. Price , Bashar Nuseibeh

Most IoT systems involve IoT devices, communication protocols, remote cloud, IoT applications, mobile apps, and the physical environment. However, existing IoT security analyses only focus on a subset of all the essential components, such…

Cryptography and Security · Computer Science 2022-02-08 Zheng Fang , Hao Fu , Tianbo Gu , Pengfei Hu , Jinyue Song , Trent Jaeger , Prasant Mohapatra

A growing number of Internet of Things (IoT) devices are used across consumer, medical, and industrial domains. They interact with their environment through sensors and actuators and connect to networks such as the Internet. Because sensors…

Cryptography and Security · Computer Science 2026-04-27 Simon Liebl , Ian Ferguson , Andreas Aßmuth , Natalie Coull , George R. S. Weir

The rise of online social networks, user-gene-rated content, and third-party apps made data sharing an inevitable trend, driven by both user behavior and the commercial value of personal information. As service providers amass vast amounts…

Cryptography and Security · Computer Science 2025-05-27 Shuaishuai Liu , Gergely Biczók

Privacy preservation in Internet of Things (IoT) systems requires the use of privacy-enhancing technologies (PETs) built from innovative technologies such as cryptography and artificial intelligence (AI) to create techniques called privacy…

Cryptography and Security · Computer Science 2026-02-10 Emmanuel Alalade , Ashraf Matrawy

With the emergence of smart cities, Internet of Things (IoT) devices as well as deep learning technologies have witnessed an increasing adoption. To support the requirements of such paradigm in terms of memory and computation, joint and…

Networking and Internet Architecture · Computer Science 2020-10-27 Emna Baccour , Aiman Erbad , Amr Mohamed , Mounir Hamdi , Mohsen Guizani
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