Wangli He

Distributed Nesterov Gradient for Differentially Private Optimization with Exact Convergence

2024

Differentially-private distributed optimization algorithms can preserve the private gradient but bring unavoidable trade-off between privacy and optimality. Some methods have been studied to address this based on diminishing stepsize with only sublinear convergence. To improve …