2 papers
cs.CR2025
SVAFD: A Secure and Verifiable Co-Aggregation Protocol for Federated Distillation
Tian Wen, Sheng Sun, Yuwei Wang +4
Secure Aggregation (SA) is an indispensable component of Federated Learning (FL) that concentrates on privacy preservation while allowing for robust aggregation. However, most SA d…
cs.LG2024
Peak-Controlled Logits Poisoning Attack in Federated Distillation
Yuhan Tang, Aoxu Zhang, Zhiyuan Wu +4
Federated Distillation (FD) offers an innovative approach to distributed machine learning, leveraging knowledge distillation for efficient and flexible cross-device knowledge trans…