Notes, references and materials about Differential Privacy that I found useful for my research.
- The Algorithmic Foundations of Differential Privacy, Cynthia Dwork
- The Promise of Differential Privacy A Tutorial on Algorithmic Techniques, Cynthia Dwork
- Differentially Private Fair Learning
- On the Compatibility of Privacy and Fairness
- Fair Differential Privacy Can Mitigate the Disparate Impact on Model Accuracy
- Achieving Differential Privacy and Fairness in Logistic Regression
- Decision Making with Differential Privacy under a Fairness Lens
- Differentially Private Bayesian Optimization
- Differentially Private Distributed Convex Optimization via Functional Perturbation
- Learning with Privacy at Scale - Apple's DP Teams