1 Introduction  
2 Preliminaries  
3 Settings  
4 Privacy and Fairness: Friends or Foes?  
5 Why Privacy Impacts Fairness?  
6 Mitigating Fairness in Private Tasks  
6.1 Decision Tasks  
6.2 Learning Tasks  
7 Challenges and Research Directions