Skellam Mixture Mechanism: a Novel Approach to Federated Learning with Differential Privacy

Ergute Bao, Yizheng Zhu, Xiaokui Xiao +4

Deep neural networks have strong capabilities of memorizing the underlying training data, which can be a serious privacy concern. An effective solution to this problem is to train…