Federated XAI IDS: An Explainable and Safeguarding privacy Approach to Detect Intrusion Combining Federated Learning and SHAP

Fatema, Kazi; Dey, Samrat Kumar; Anannya, Mehrin; Khan, Risala Tahsin; Rashid, Mohammad; Chunhua, SU; Mazumder, Rashed

doi:10.20944/preprints202503.1902.v1

Federated XAI IDS: An Explainable and Safeguarding privacy Approach to Detect Intrusion Combining Federated Learning and SHAP

Intrusion Detection Systems (IDS) are crucial module of cybersecurity which is designed to identify unauthorized activities in network environments. Traditional IDS, on the other hand, have a number of problems, such as high rates of inaccurate positives and inaccurate negatives and a lack of exp…