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Sowmya Somanath

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Open access Sep 2026

Traffic-Aware Imbalance Learning Network for Lightweight IoT Intrusion Detection

The rapid growth of internet of things (IoT) networks has significantly increased cybersecurity risks due to heterogeneous traffic characteristics, large-scale connectivity, and highly imbalanced attack distributions. Existing intrusion detection approaches primarily focus on improving overall detection performance thr...

Sowmya Somanath, Usha Banavikal Ajay · 0 citations

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