Eureka: A General Framework for Black-box Differential Privacy Estimators

This is the latest paper on DP testing using black box based methods. It provides a good overview of the current scenario of Black Box Techniques

Detecting Violations of Differential Privacy | Proceedings of the 2018 ACM SIGSAC Conference on Computer and Communications Security

Auditing Differentially Private Machine Learning: How Private is...