Aymen Rayane Khouas

Towards Structurally Robust Cross-Device Federated Recommendation

This thesis studies the following question: "How do federated constraints influence the propagation of collaborative signals in recommendation systems, and how can key mechanisms be redesigned to improve performance, fairness, and cross-domain transfer under realistic cross-device conditions?"