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Shazra Wali

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Open access Aug 2026

Adversarial Transferability in AI-based Network Intrusion Detection: A Comparative Study of ANN and CNN Models

Experimental results indicate that CNN-based NIDS are more vulnerable to adversarial attacks than ANN-based models, with adversarial examples successfully transferring across architectures, highlighting the critical risks associated with adversarial transferability.

Aasim Zafar, Shazra Wali, S. B. U. Haque · 0 citations