Information Design for Differential Privacy
The episode discusses Ian M. Schmutte and Nathan Yoder's paper, "Information Design for Differential Privacy." The hosts explain that simple noise addition is not always optimal for magnitude data statistics. They introduce the Uniform-Peaked Relative Risk Order (UPRR) to compare mechanisms and conclude that the geometric mechanism is optimal when users have supermodular payoffs.