Minimum Gaussian Noise Variance of Federated Learning in the Presence of Mutual Information Based Differential Privacy
Federated learning (FL), which not only protects data security and privacy, but also training models on distributed devices, receives much attention in the literature. Traditionally, stochastic gradient descent (SGD) is used in FL since its excellent empirical performance, but user’s priv...
| Main Authors: | , |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
IEEE
2023-01-01
|
| Series: | IEEE Access |
| Subjects: | |
| Online Access: | https://ieeexplore.ieee.org/document/10278131/ |