Nwamini Bartholomew Tochukwu

Adversarial Attacks on Machine Learning–Based Cybersecurity Classifiers: A Systematic Analysis and Defense Framework

No single defense mechanism can provide complete protection against adversarial machine learning attacks, therefore, resilient AI-based cybersecurity requires a layered approach that protects data, features, models, inference processes, and the entire machine learning lifecycle.