IEEE

GPAFed: Gradient Projection-Guided Adaptive Aggregation Strategy for Federated Learning under non-IID Data

Abstract: Under non-independent and identically distributed (non-IID) data conditions, static weighted aggregation strategies in Federated Learning (FL) often fail to reflect each client's effective ...
IEEE

Vanishing Privacy: Fast Gradient Leakage Threat to Federated Learning

Abstract: In the federated learning (FL) framework, clients participate in collaborative learning tasks under the coordination of a central server. Clients train local submodels using their own data ...