Rényi Divergence and Sibson Mutual Information as Measures of α-Leakage in Information-Theoretic Privacy

Rényi divergence and Sibson mutual information are proposed as exact α-leakage measures, quantifying the maximum and average information gain an adversary can obtain on sensitive data through a privacy-preserving channel.