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Asmaa Benchama

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Conference Open access 2026

A Lightweight NLP-CNN Framework Based on Semantic Flow Representation for Network Intrusion Detection

One lesson emerges from the experiments: putting the effort into how traffic is written down, instead of making the classifier heavier, offers an economical and workable path to intrusion detection across heterogeneous network environments.

Asmaa Benchama, Khalid Zebbara · 0 citations

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