1 Introduction

2 Survey methodology

3 Preliminaries

4 Auditing and Evaluation

5 Improving the privacy-utility trade-off of DP-DL

6 Beyond membership and attribute inference: Applying DP-DL to protect against other threats

7 Differentially private generative models

8 Specific applications of DP-DL

9 Discussion and future directions

10 Conclusion