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 ...
IEEE

VaniKG: Vanishing Key Gradient Attack and Defense for Robust Federated Aggregation

Abstract: The AGgregation Algorithms (AGAs) that combine locally trained models into a single global model in Federated Learning (FL) is becoming a new attack vector for adversaries. Model Poisoning ...