Cindy Zhang
Hello! I’m a second-year CS PhD student at Princeton University advised by Professor Ryan Adams. I am broadly interested in developing fair and robust machine learning methods that are theoretically motivated.
I did my undergrad at MIT, where I worked on machine learning research with Sarah Cen and Professor Devavrat Shah. I also previously worked on software for Uber ATG, MIT App Inventor, and Divvly.
You can contact me at cindyz at princeton dot edu.
publications
Matrix Estimation for Individual Fairness
Cindy Y. Zhang*, Sarah H. Cen*, Devavrat Shah
International Conference on Machine Learning (ICML) 2023
We present a framework for using singular value thresholding to
pre-process sparse, noisy data that improves individual fairness without
sacrificing performance.
[paper]
*indicates equal contribution