Federated Deep Learning for Cyber Security in the Internet of Things: Concepts, Applications, and Experimental Analysis. - Mohamed Amine Ferrag; Othmane Friha; Leandros Maglaras; Helge Janicke; Lei Shu 001 (IEEE Access, 2021)

Internet of Things for the Future of Smart Agriculture: A Comprehensive Survey of Emerging Technologies. - Othmane Friha; Mohamed Amine Ferrag; Lei Shu 001; Leandros Maglaras; Xiaochan Wang (IEEE CAA J. Autom. Sinica, 2021)

EASBF: An efficient authentication scheme over blockchain for fog computing-enabled internet of vehicles. - Merzougui Salah Eddine; Mohamed Amine Ferrag; Othmane Friha; Leandros Maglaras (J. Inf. Secur. Appl., 2021)

Edge-IIoTset: A New Comprehensive Realistic Cyber Security Dataset of IoT and IIoT Applications for Centralized and Federated Learning. - Mohamed Amine Ferrag; Othmane Friha; Djallel Hamouda; Leandros Maglaras; Helge Janicke (IEEE Access, 2022)

Cyber Security Intrusion Detection for Agriculture 4.0: Machine Learning-Based Solutions, Datasets, and Future Directions. - Mohamed Amine Ferrag; Lei Shu 001; Othmane Friha; Xing Yang 001 (IEEE CAA J. Autom. Sinica, 2022)

Digital Agriculture Security: Aspects, Threats, Mitigation Strategies, and Future Trends. - Othmane Friha; Mohamed Amine Ferrag; Leandros Maglaras; Lei Shu 001 (IEEE Internet Things Mag., 2022)

FELIDS: Federated learning-based intrusion detection system for agricultural Internet of Things. - Othmane Friha; Mohamed Amine Ferrag; Lei Shu 001; Leandros Maglaras; Kim-Kwang Raymond Choo; Mehdi Nafaa (J. Parallel Distributed Comput., 2022)

Edge-IIoTset: A New Comprehensive Realistic Cyber Security Dataset of IoT and IIoT Applications: Centralized and Federated Learning. - Mohamed Amine Ferrag; Othmane Friha; Djallel Hamouda; Leandros Maglaras; Helge Janicke (IEEE DataPort, 2022)

Edge Learning for 6G-Enabled Internet of Things: A Comprehensive Survey of Vulnerabilities, Datasets, and Defenses. - Mohamed Amine Ferrag; Othmane Friha; Burak Kantarci; Norbert Tihanyi; Lucas C. Cordeiro; Mérouane Debbah; Djallel Hamouda; Muna Al-Hawawreh; Kim-Kwang Raymond Choo (IEEE Commun. Surv. Tutorials, 2023)

2DF-IDS: Decentralized and differentially private federated learning-based intrusion detection system for industrial IoT. - Othmane Friha; Mohamed Amine Ferrag; Mohamed Benbouzid 001; Tarek Berghout; Burak Kantarci; Kim-Kwang Raymond Choo (Comput. Secur., 2023)

LLM-Based Edge Intelligence: A Comprehensive Survey on Architectures, Applications, Security and Trustworthiness. - Othmane Friha; Mohamed Amine Ferrag; Burak Kantarci; Burak Çakmak; Arda Ozgun; Nassira Ghoualmi-Zine (IEEE Open J. Commun. Soc., 2024)