Jianwei Qian

LDP-FL: Practical Private Aggregation in Federated Learning with Local Differential Privacy

Training deep learning models on sensitive user data has raised increasing privacy concerns in many areas. Federated learning is a popular approach for privacy protection that collects the local gradient information instead of raw data. One way to achieve a strict privacy guarantee is to apply local…