… PHY layer continuous authentication and spoofing detection. In particular, the paper proposes
a machine-learning (ML) wireless … indoor area wireless communication systems operating …

… We propose a reinforcement learning based PHY authentication scheme (RLPA) that …
Zhuang, “PHY-layer spoofing detection with reinforcement learning in wireless networks,” …

… a PHY-layer authentication scheme under the threats of the investigated intelligent location
spoofing … Furthermore, Q-learning is a model-free reinforcement learning algorithm, and we …

… edge network. PHYAlert profiles the wireless link with the rich dimensional Wi-Fi PHY layer
… The experiments verify the feasibility of spoofing detection based on PHY layer information …

… Afterward, we review the RL based PHYlayer security and … The PHY-layer spoofing detection
in [19] applies the … but the detection accuracy degrades in dynamic wireless networks. As …

… models for spoofing detection in dynamic wireless networks by … threshold based on
reinforcement learning without knowing … Q-learning as a simple reinforcement learning technique; …

… PHY-layer attributes, we propose an unsupervised machine … signals and spoofing signals by
comparing the PHY-layer attributes … machine learning algorithm, such as federated learning. …

… ]) that focus on the image authentication, we apply reinforcement learning (RL) to optimize
the … Zhuang, “PHY-layer spoofing detection with reinforcement learning in wireless networks,” …

… We consider an IEEE 802.11ad-based wireless network and introduce three different parties:
an access point (AP), a legitimate user, and an attacker. All the three parties are assumed …

… ; (ii) we propose a new machine learning-based spoofing attack detection strategy to tackle
the … Zhuang, “Phy-layer spoofing detection with reinforcement learning in wireless networks,” …