… existing studies in the physical layer authentication. This study showed whether machine
learning approaches in physical layer authentication models increased wireless network …

… initial authentication and are susceptible to channel noise. Besides, the current learning-aided
physical layer authentication … This letter proposes a newly deep-CSI-based authentication …

… scheme based on extreme learning machine to detect spoofing attack. The DL-based
PHY-layer authentication methods proposed in this paper can achieve multi-user authentication in …

Physical-layer security is regaining traction in the research community, due to the … by deep
learning classification algorithms. This is particularly true for sender authentication in wireless …

… at the physical layer (PHY) is a salient research topic in wireless systems, and machine learning
(ML) is … In Section II, we present the typical types of data at the physical layer that can be …

… in the development of physical layer authentication methods in time-varying environments,
not much work has been done in looking at approaches that are based on deep learning. We …

… 6 lightweight physical layer authentication (ALPLA) scheme is 7 proposed using machine
learning (… to achieve 9 a high authentication rate (AR). A one-class classifier support 10 vector …

… attacks, secure channel coding, and physical layer authentication. We outline the key
reasons for using DL-based techniques, followed by illustrative use-cases for each application. …

… In this paper, we exploit channel impulse response to achieve multi-user authentication by
combining deep neural networks with data augmentation. Three data augmentation methods …

… be solved by the physical layer data authentication. Attacker … deep learning approach to
complete channel authentication … The deep learning based multi-user authentication scheme …