Shruti Tople

À propos

I am a researcher working in the Azure Research – Microsoft Research (opens in new tab) group at Microsoft. I completed my Ph.D from School of Computing (opens in new tab) at National University of Singapore where I was awarded the Dean’s Graduate Research Excellence award. My research interests include different aspects of systems security and privacy.  My current work aims at quantifying information leakage in machine learning models and designing solutions that mitigate the leakage while preserving utility of the model. In relation to this problem, I have been working on various topics such as membership inference, differential privacy, causal learning, and transfer learning for vision and language models.

Past Interns:

I am fortunate to have worked with the following excellent interns in the past years:

• Jiayuan Ye (National University of Singapore)
• Nils Lukas (University of Waterloo)
• Xiaoyang Wang (University of Illinois Urbana Champaign)
• Ana-Maria Cretu (Imperial College London)
• Varun Chandrasekaran (University of Wisconsin-Madison)
• Bijeeta Pal (Cornell University)