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papersSEP 10 04:00 UTC

Graph Reinforcement Learning for Physical-Layer Authentication in Non-Terrestrial Networks

A new arXiv paper proposes a framework that unifies physical-layer device authentication with rate-splitting multiple access (RSMA) transmission in non-terrestrial networks, coordinating verification across multiple anchors rather than a single one. The authors use graph reinforcement learning to jointly design authentication and communication while limiting tag privacy leakage to eavesdroppers.

reinforcement-learning/security/non-terrestrial-networks/6g