Bassem Ouni

Physical Adversarial Attacks For Camera-based Smart Systems: Current Trends, Categorization, Applications, Research Challenges, and Future Outlook

2023 · arXiv (Cornell University)

In this paper, we present a comprehensive survey of the current trends focusing specifically on physical adversarial attacks. We aim to provide a thorough understanding of the concept of physical adversarial attacks, analyzing their key …

ODDR: Outlier Detection & Dimension Reduction Based Defense Against Adversarial Patches

2025

Adversarial attacks present a significant challenge to the dependable deployment of machine learning models, with patch-based attacks being particularly potent. These attacks introduce adversarial perturbations in localized regions of an image, deceiving even well-trained models. …

Federated Learning in Vehicular Networks: A Review of Emerging Trends and Future Directions

2024

The integration of Federated Learning (FL) into vehicular networks (VANETs) represents a significant advancement in transportation technologies. This novel, distributed machine learning approach enhances VANETs by utilizing decentralized data, ensuring privacy, and minimizing data transmission …