Comparative Analysis of Federated Learning, Deep Learning, and Traditional Machine Learning Techniques for IoT Malware Detection. - Rami Darwish; Kaushik Roy (ICAIC, 2025)

Deep learning based XIoT malware analysis: A comprehensive survey, taxonomy, and research challenges. - Rami Darwish; Mahmoud Abdelsalam; Sajad Khorsandroo (J. Netw. Comput. Appl., 2025)

FedP3E: Privacy-Preserving Prototype Exchange for Non-IID IoT Malware Detection in Cross-Silo Federated Learning. - Rami Darwish; Mahmoud Abdelsalam; Sajad Khorsandroo; Kaushik Roy (CoRR, 2025)