Lower Bounds for the MMSE via Neural Network Estimation and Their Applications to Privacy

Mario Diaz, Peter Kairouz, Lalitha Sankar

The minimum mean-square error (MMSE) achievable by optimal estimation of a random variable $Y\in \mathbb{R}$ given another random variable $X\in {\mathbb{R}}^d$ is of much interest i…