Paper Takeaways + Questions 7: Privacy-preserving training + Fairness & Bias in ML

Submit the title of the 2 papers you have read together with the takeaways and 2-4 questions/remarks/thoughts on these papers, e.g., significance of the contribution, concerns that were raised, limitations you identified, validity/impact of results, etc..