Federated Recommendation Advancing Personalized Recommendations: Fast, Private, and Efficient Federated Learning Discover FastPFRec, a novel federated recommendation framework combining Graph Neural Networks with a three-tier architecture for faster training, enhanced privacy, and superior accuracy in AI-driven services.