AIBullisharXiv – CS AI · Jun 27/10
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A Protocol-Language Model for Network Intrusion (Without Deep Packet Inspection)
Researchers present PLM-NIDS, a machine learning system that detects network intrusions by analyzing packet metadata patterns rather than encrypted payload content, achieving 97.7% precision without requiring access to encrypted traffic. The approach uses a RWKV state-space model to learn the 'grammar' of benign network behavior, identifying attacks as statistical deviations from normal flow patterns.
🏢 Perplexity