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IoT-23, NetVAD

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NetVAD: Foundation-Model Representation Learning for Identifier-Free Unsupervised Intrusion Detection

Announce Type: new Abstract: Detecting zero-day exploits in production networks requires robust Intrusion Detection Systems (IDS). However, current unsupervised models struggle to match the performance of supervised classifiers, which are trained for specific attacks only. To bridge this gap, we leverage the emerging capabilities of Network Foundation Models.

arXiv CS 8d ago