2 papers
cs.LG2022
Federated Learning with Erroneous Communication Links
Mahyar Shirvanimoghaddam, Ayoob Salari, Yifeng Gao +1
In this paper, we consider the federated learning (FL) problem in the presence of communication errors. We model the link between the devices and the central node (CN) by a packet…
cs.CR2021
Differential Privacy in Privacy-Preserving Big Data and Learning: Challenge and Opportunity
Honglu Jiang, Yifeng Gao, S M Sarwar +2
Differential privacy (DP) has become the de facto standard of privacy preservation due to its strong protection and sound mathematical foundation, which is widely adopted in differ…