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A reliable deepfake detector or spoofing countermeasure (CM) should be robust in the face of unpredictable spoofing attacks. To encourage the learning of more generaliseable artefacts, rather than those specific only to known attacks, CMs…

Cryptography and Security · Computer Science 2024-01-09 Wanying Ge , Xin Wang , Junichi Yamagishi , Massimiliano Todisco , Nicholas Evans

Recently, Physical Layer Authentication (PLA) has attracted much attention since it takes advantage of the channel randomness nature of transmission media to achieve communication confidentiality and authentication. In the complex…

Signal Processing · Electrical Eng. & Systems 2025-08-12 Rui Meng , Xiaodong Xu , Bizhu Wang , Hao Sun , Shida Xia , Shujun Han , Ping Zhang

By 2025, the internet of things (IoT) is projected to connect over 75 billion devices globally, fundamentally altering how we interact with our environments in both urban and rural settings. However, IoT device security remains challenging,…

Cryptography and Security · Computer Science 2024-10-17 Brahim Mefgouda , Raviha Khan , Omar Alhussein , Hani Saleh , Hossien B. Eldeeb , Anshul Pandey , Sami Muhaidat

Federated edge learning can be essential in supporting privacy-preserving, artificial intelligence (AI)-enabled activities in digital twin 6G-enabled Internet of Things (IoT) environments. However, we need to also consider the potential of…

Cryptography and Security · Computer Science 2023-03-22 Mohamed Amine Ferrag , Burak Kantarci , Lucas C. Cordeiro , Merouane Debbah , Kim-Kwang Raymond Choo

This paper presents how to leak private information from a wireless signal classifier by launching an over-the-air membership inference attack (MIA). As machine learning (ML) algorithms are used to process wireless signals to make decisions…

Signal Processing · Electrical Eng. & Systems 2020-06-26 Yi Shi , Kemal Davaslioglu , Yalin E. Sagduyu

This study investigates the jamming attack on the orthogonal frequency-division multiplexing (OFDM) based physical channels in 5G new radio (NR) technology from the aspect of signal processing. Disrupting the orthogonality property between…

Signal Processing · Electrical Eng. & Systems 2024-08-07 Mohsen Kazemian

This paper studies physical consequences of unobservable false data injection (FDI) attacks designed only with information inside a sub-network of the power system. The goal of this attack is to overload a chosen target line without being…

Systems and Control · Computer Science 2018-05-03 Jiazi Zhang , Zhigang Chu , Lalitha Sankar , Oliver Kosut

Recent work has shown the feasibility of single-channel full-duplex wireless physical layer, allowing nodes to send and receive in the same frequency band at the same time. In this report, we first design and implement a real-time…

Networking and Internet Architecture · Computer Science 2011-07-05 Achaleshwar Sahai , Gaurav Patel , Ashutosh Sabharwal

This paper provides a methodology to study the PHY layer vulnerability of wireless protocols in hostile radio environments. Our approach is based on testing the vulnerabilities of a system by analyzing the individual subsystems. By…

Networking and Internet Architecture · Computer Science 2017-09-12 Raghunandan M. Rao , Sean Ha , Vuk Marojevic , Jeffrey H. Reed

Achieving ultra-reliable, low-latency and secure communications is essential for realizing the industrial Internet of Things (IIoT). Non-coherent massive multiple-input multiple-output (MIMO) has recently been proposed as a promising…

Signal Processing · Electrical Eng. & Systems 2020-01-23 Zhifang Gu , He Chen , Pingping Xu , Yonghui Li , Branka Vucetic

The advent of the Internet of Things (IoT) has brought forth an era of unprecedented connectivity, with an estimated 80 billion smart devices expected to be in operation by the end of 2025. These devices facilitate a multitude of smart…

Cryptography and Security · Computer Science 2024-01-30 Chao Liu , Boxi Chen , Wei Shao , Chris Zhang , Kelvin Wong , Yi Zhang

This article discusses opportunities and challenges of physical layer security integration in massive multiple-input multiple-output (MaMIMO) systems. Specifically, we first show that MaMIMO itself is robust against passive eavesdropping…

Information Theory · Computer Science 2016-11-18 Dzevdan Kapetanovic , Gan Zheng , Fredrik Rusek

Internet of Things (IoT) devices are becoming increasingly popular and are influencing many application domains such as healthcare and transportation. These devices are used for real-world applications such as sensor monitoring, real-time…

Machine Learning · Computer Science 2021-01-26 Ajesh Koyatan Chathoth , Abhyuday Jagannatha , Stephen Lee

Orthogonal Frequency Division Multiplexing (OFDM) combined with Multiple-Input Multiple-Output (MIMO) techniques forms the backbone of modern wireless communication systems. While offering high spectral efficiency and robustness,…

Systems and Control · Electrical Eng. & Systems 2025-07-21 Rahul Gulia

After decades of research, the Internet of Things (IoT) is finally permeating real-life and helps improve the efficiency of infrastructures and processes as well as our health. As a massive number of IoT devices are deployed, they naturally…

Networking and Internet Architecture · Computer Science 2020-11-25 Gregor Cerar , Halil Yetgin , Blaž Bertalanič , Carolina Fortuna

Traditional defenses against Deep Leakage (DL) attacks in Federated Learning (FL) primarily focus on obfuscation, introducing noise, transformations or encryption to degrade an attacker's ability to reconstruct private data. While effective…

Cryptography and Security · Computer Science 2026-01-22 Isaac Baglin , Xiatian Zhu , Simon Hadfield

Machine learning (ML)-based detectors have been shown to be effective in detecting stealthy false data injection attacks (FDIAs) that can bypass conventional bad data detectors (BDDs) in power systems. However, ML models are also vulnerable…

Systems and Control · Electrical Eng. & Systems 2025-04-07 Yexiang Chen , Subhash Lakshminarayana , H. Vincent Poor

Resource constraints pose a significant cybersecurity threat to IoT smart devices, making them vulnerable to various attacks, including those targeting energy and memory. This study underscores the need for innovative security measures due…

Cryptography and Security · Computer Science 2024-10-11 Zainab Alwaisi , Simone Soderi

In the age of technology, data is an increasingly important resource. This importance is growing in the field of Artificial Intelligence (AI), where sub fields such as Machine Learning (ML) need more and more data to achieve better results.…

Artificial Intelligence · Computer Science 2023-11-27 Pablo García Santaclara , Ana Fernández Vilas , Rebeca P. Díaz Redondo

Although Deep Neural Networks (DNN) have become the backbone technology of several ubiquitous applications, their deployment in resource-constrained machines, e.g., Internet of Things (IoT) devices, is still challenging. To satisfy the…

Machine Learning · Computer Science 2022-08-30 Emna Baccour , Aiman Erbad , Amr Mohamed , Mounir Hamdi , Mohsen Guizani