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publications
NF-NIDS: Normalizing Flows for Network Intrusion Detection Systems. Hamza Alami, Ismail Berrada,Abdelhak Bouayad, Meryem Janati Idrissi. In In the 10th International Conference on Wireless Networks and Mobile Communications (WINCOM), 2023.
Investigating Domain Adaptation for Network Intrusion Detection. Hamza Alami, Ismail Berrada,Abdelhak Bouayad, Meryem Janati Idrissi,Zakaria Yartaoui. In In the 10th International Conference on Wireless Networks and Mobile Communications (WINCOM), 2023.
On the Atout Ticket Learning Problem for Neural Networks and its Application in Securing Federated Learning Exchanges. Abdelhak Bouayad, Mohammed Akallouch, Abdelkader El Mahdaouy, Hamza Alami, Ismail Berrada. In Journal of Information Security and Applications(JISA), 2024.
Lightweight Federated Learning for Efficient Network Intrusion Detection. Abdelhak Bouayad, Hamza Alami, Meryem Janati Idrissi, Ismail Berrada. In IEEE Access, 2024.
Flow timeout matters: Investigating the impact of active and idle timeouts on the performance of machine learning models in detecting security threats. Meryem Janati Idrissi, Hamza Alami,Abdelkader El Mahdaouy, Abdelhak Bouayad,Zakaria Yartaoui, Ismail Berrada. In Future Generation Computer Systems, 2024.
talks
Attacks and defenses in FL. Abdelhak Bouayad.
When machine Learning meets cryptography . Abdelhak Bouayad.
Privacy-Preserving Machine Learning . Abdelhak Bouayad.
Sparsification in deep learning: Improving efficiency without sacrificing performance. Abdelhak Bouayad.
teaching
Teaching experience 1.
Teaching experience 2.