Genetic Algorithm Based Aggregation for Federated Learning in Industrial Cyber Physical Systems. - Souhila Badra Guendouzi; Samir Ouchani; Mimoun Malki (CISIS-ICEUTE, 2022)

Enhancing the Aggregation of the Federated Learning for the Industrial Cyber Physical Systems. - Souhila Badra Guendouzi; Samir Ouchani; Mimoune Malki (CSR, 2022)

Aggregation using Genetic Algorithms for Federated Learning in Industrial Cyber-Physical Systems. - Souhila Badra Guendouzi; Samir Ouchani; Mimoun Malki (INISTA, 2022)

FedGA-Meta: Federated Learning Framework using Genetic Algorithms and Meta-Learning for Aggregation in Industrial Cyber- Physical Systems. - Souhila Badra Guendouzi; Samir Ouchani; Hiba El Assaad; Madeleine El-Zaher (CSR, 2023)

Enhancing Autonomous System Security: A Formal Framework for Assessing and Strengthening Autonomous Vehicle Defenses. - Samir Ouchani; Souhila Badra Guendouzi; Mohammed Amine Boudouaia (DiCES-N, 2023)

A systematic review of federated learning: Challenges, aggregation methods, and development tools. - Souhila Badra Guendouzi; Samir Ouchani; Hiba El Assaad; Madeleine El-Zaher (J. Netw. Comput. Appl., 2023)

Ensuring the federation correctness: Formal verification of Federated Learning in industrial cyber-physical systems. - Souhila Badra Guendouzi; Samir Ouchani; Hiba Al Assaad; Madeleine El-Zaher (Future Gener. Comput. Syst., 2025)