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To ensure secure and reliable communication in wireless systems, authenticating the identities of numerous nodes is imperative. Traditional cryptography-based authentication methods suffer from issues such as low compatibility, reliability,…

Cryptography and Security · Computer Science 2024-12-04 Rui Meng , Bingxuan Xu , Xiaodong Xu , Mengying Sun , Bizhu Wang , Shujun Han , Suyu Lv , Ping Zhang

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

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) is one of promising techniques to fulfill…

Signal Processing · Electrical Eng. & Systems 2020-05-27 Zhifang Gu , He Chen , Pingping Xu , Yonghui Li , Branka Vucetic

User authentication in future wireless communication networks is expected to become more complicated due to their large scale and heterogeneity. Furthermore, the computational complexity of classical cryptographic approaches based on public…

Signal Processing · Electrical Eng. & Systems 2024-04-22 Atsu Kokuvi Angélo Passah , Rodrigo C. de Lamare , Arsenia Chorti

Physical layer authentication (PLA) is the process of claiming identity of a node based on its physical layer characteristics such as channel fading or hardware imperfections. In this work, we propose a novel PLA method for the…

Signal Processing · Electrical Eng. & Systems 2022-02-18 Ozan Alp Topal , Gunes Karabulut Kurt

As healthcare systems become increasingly interconnected, ensuring secure and continuous device authentication in health information exchange (HIE) networks is critical to safeguarding patient data and clinical operations. In this context,…

Cryptography and Security · Computer Science 2026-04-30 Khalid M. Ezzat , Muhammad El-Saba , Mahmoud A. Shawky

The future 6G-enabled IoT will facilitate seamless global connectivity among ubiquitous wireless devices, but this advancement also introduces heightened security risks such as spoofing attacks. Physical-Layer Authentication (PLA) has…

Signal Processing · Electrical Eng. & Systems 2025-04-08 Rui Meng , Fangzhou Zhu , Xiqi Cheng , Xiaodong Xu , Bizhu Wang , Chen Dong , Bingxuan Xu , Xiaofeng Tao , Ping Zhang

Cybersecurity of Industrial Cyber-Physical Systems is drawing significant concerns as data communication increasingly leverages wireless networks. A lot of data-driven methods were develope for detecting cyberattacks, but few are focused on…

Machine Learning · Computer Science 2023-10-12 Navid Aftabi , Dan Li , Paritosh Ramanan

Physical layer authentication (PLA) uses inherent characteristics of the communication medium to provide secure and efficient authentication in wireless networks, bypassing the need for traditional cryptographic methods. With advancements…

Cryptography and Security · Computer Science 2025-08-14 Clifton Paul Robinson , Salvatore D'Oro , Tommaso Melodia

Recently, Artificial Intelligence (AI)-driven Physical-Layer Authentication (PLA), which focuses on achieving endogenous security and intelligent identity authentication, has attracted considerable interest. When compared with…

Signal Processing · Electrical Eng. & Systems 2026-02-17 Rui Meng , Xiqi Cheng , Song Gao , Xiaodong Xu , Chen Dong , Guoshun Nan , Xiaofeng Tao , Ping Zhang , Tony Q. S. Quek

Physical Layer Authentication (PLA) exploits the spatial uniqueness of wireless channel characteristics in order to authenticate devices without recourse to higher-layer cryptographic protocols, which remain vulnerable to key compromise.…

Signal Processing · Electrical Eng. & Systems 2026-04-14 Sachinkumar B. Mallikarjun , Marvin Reski , Andreas Weinand , Hans D. Schotten

The Internet of Things (IoT) is ubiquitous thanks to the rapid development of wireless technologies. However, the broadcast nature of wireless transmissions results in great vulnerability to device authentication. Physical layer…

Machine Learning · Computer Science 2026-03-24 Yijia Guo , Junqing Zhang , Y. -W. Peter Hong

This paper presents a physical layer authentication (PLA) technique using information reconciliation in multiuser communication systems. A cost-effective solution for low-end Internet of Things networks can be provided by PLA. In this work,…

Cryptography and Security · Computer Science 2025-05-19 Atsu Kokuvi Angélo Passah , Arsenia Chorti , Rodrigo C. de Lamare

Conditional Variational Auto Encoders (VAE) are gathering significant attention as an Explainable Artificial Intelligence (XAI) tool. The codes in the latent space provide a theoretically sound way to produce counterfactuals, i.e.…

Machine Learning · Computer Science 2021-02-02 Nicolas Vercheval , Aleksandra Pizurica

The next decade will usher in a profound transformation of wireless communication, driven by the ever-increasing demand for data-intensive applications and the rapid adoption of emerging technologies. To fully unlock the potential of 5G and…

Signal Processing · Electrical Eng. & Systems 2025-10-23 Rahul Gulia , Amlan Ganguly , Andres Kwasinski , Michael E. Kuhl , Ehsan Rashedi , Clark Hochgraf

In this paper, we investigate the utilization of the angle of arrival (AoA) as a feature for robust physical layer authentication (PLA). While most of the existing approaches to PLA focus on common features of the physical layer of…

Cryptography and Security · Computer Science 2025-03-17 Thuy M. Pham , Linda Senigagliesi , Marco Baldi , Rafael F. Schaefer , Gerhard P. Fettweis , Arsenia Chorti

The rise of wireless technologies has made the Internet of Things (IoT) ubiquitous, but the broadcast nature of wireless communications exposes IoT to authentication risks. Physical layer authentication (PLA) offers a promising solution by…

Machine Learning · Computer Science 2026-03-24 Yijia Guo , Junqing Zhang , Yao-Win Peter Hong , Stefano Tomasin

Re-configurable Intelligent Surfaces (RIS) technology is increasingly becoming a potential component for next-generation wireless networks, offering enhanced performance in terms of throughput, spectral, and energy efficiency. However, the…

Cryptography and Security · Computer Science 2024-05-03 Hala Amin , Waqas Aman , Saif Al-Kuwari

Research in underwater communication is rapidly becoming attractive due to its various modern applications. An efficient mechanism to secure such communication is via physical layer security. In this paper, we propose a novel physical layer…

Signal Processing · Electrical Eng. & Systems 2023-03-14 Waqas Aman , Saif Al-Kuwari , Marwa Qaraqe

In this paper we propose the Iterative Amortized Hierarchical Variational Autoencoder (IA-HVAE), which expands on amortized inference with a hybrid scheme containing an initial amortized guess and iterative refinement with decoder…

Machine Learning · Computer Science 2026-01-23 Simon W. Penninga , Ruud J. G. van Sloun
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