Differentially Private Truncation of Unbounded Data via Public Second Moments

Zilong Cao, Xuan Bi, Hai Zhang

Data privacy is important in the AI era, and differential privacy (DP) is one of the golden solutions. However, DP is typically applicable only if data have a bounded underlying di…