A No-Defense Defense Against Gradient-Based Adversarial Attacks on ML-NIDS: Is Less More?

Mohamed elShehaby, Ashraf Matrawy

Gradient-based adversarial attacks subtly manipulate inputs of Machine Learning (ML) models to induce incorrect predictions. This paper investigates whether careful architectural c…