Ali Moradi Shahmiri

Communication-Efficient Laplace Mechanism for Differential Privacy via Random Quantization

We propose the first method that realizes the Laplace mechanism exactly (i.e., a Laplace noise is added to the data) that requires only a finite amount of communication (whereas the original Laplace mechanism requires the transmission of a real number) while guaranteeing privacy against the server a…