Abstract Securing industrial IoT infrastructure is no longer a competitive advantage ; it is a prerequisite for resilient, trustworthy, and sustainable Industry 5.0. Keywords : Industry 5.0, Industrial IoT, Intrusion Detection, Federated Learning, GNN The rapid