Mitigating Label Flipping Attacks in Malicious URL Detectors Using Ensemble Trees

no code implementations • 5 Mar 2024 • Ehsan Nowroozi, Nada Jadalla, Samaneh Ghelichkhani, Alireza Jolfaei

We propose an innovative alarm system that detects the presence of poisoned labels and a defense mechanism designed to uncover the original class labels with the aim of mitigating backdoor attacks on ensemble tree classifiers.

Unscrambling the Rectification of Adversarial Attacks Transferability across Computer Networks

no code implementations • 26 Oct 2023 • Ehsan Nowroozi, Samaneh Ghelichkhani, Imran Haider, Ali Dehghantanha

Convolutional neural networks (CNNs) models play a vital role in achieving state-of-the-art performances in various technological fields.