Congratulations, Dr. Suri!

Congratulations to Anshuman Suri for successfully defending his PhD thesis!


Tianhao Wang, Dr. Anshuman Suri, Nando Fioretto, Cong Shen
On Screen: David Evans, Giuseppe Ateniese

Inference Privacy in Machine Learning

Using machine learning models comes at the risk of leaking information about data used in their training and deployment. This leakage can expose sensitive information about properties of the underlying data distribution, data from participating users, or even individual records in the training data. In this dissertation, we develop and evaluate novel methods to quantify and audit such information disclosure at three granularities: distribution, user, and record.

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