Shifted Interpolation for Differential Privacy Analysis
The author establishes the "privacy amplification by iteration" phenomenon in f-DP, enabling convergent privacy analysis for noisy optimization algorithms. The approach involves constructing shifted interpolated processes to achieve tighter privacy bounds.
