Generative AI for Physical-Layer Authentication

Exploring foci of: arXiv (Cornell University) Generative AI for Physical-Layer Authentication April 2025 • Xiqi Cheng, Song Gao, Xiaodong Xu, Guoshun Nan, Xiaofeng Tao, Ping Zhang In recent years, 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 Discriminative AI (DAI), Generative AI (GAI) offers several advantages, such as fingerprint data augmentation, fingerprint denoising and reconstruction, and protection against adversarial attacks. Inspired by these innovations, this paper provides a systematic exploration of GAI's int… Open Article Page

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