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Sowmya Somanath

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Open access Sep 2026

Traffic-Aware Imbalance Learning Network for Lightweight IoT Intrusion Detection

A Traffic-Aware Imbalance Learning Network (TAIL-Net) for lightweight and imbalance-aware IoT intrusion detection that introduces a traffic-aware semantic feature mapping mechanism that reorganizes network traffic attributes according to their semantic relationships to improve feature representation learning.

Sowmya Somanath, Usha Banavikal Ajay · 0 citations

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