Sheikh Burhan Ul Haque

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.