Mehdi Kmiti

Resilient federated intrusion detection with explainable AI: a robust CNN-LSTM architecture for extreme non-IID data distributions.

A novel CNN-LSTM architecture is proposed that is equipped with Explainable AI (XAI) to handle extreme cases of heterogeneous data in Federated Learning-based intrusion detection, demonstrating a highly stable detection is achieved for network-layer attacks, whereas application-layer intrusions suffer severe degradatio...