Differentially Private Perturbed Push-Sum Protocol and Its Application in Non-Convex Optimization

Yiming Zhou, Kaiping Xue, Enhong Chen

In decentralized networks, nodes cannot ensure that their shared information will be securely preserved by their neighbors, making privacy vulnerable to inference by curious nodes.…