About me
I am a Ph.D. student at the National University of Singapore’s School of Computing working under the supervision of Reza Shokri. My research interests are in the privacy and fairness of machine learning, federated learning.
Publications
-
Bias Propagation in Federated Learning
Hongyan Chang, Reza Shokri
11th International Conference on Learning Representations (ICLR 2023)
-
On the Privacy Risks of Algorithmic Fairness
Hongyan Chang, Reza Shokri
6th IEEE European Symposium on Security and Privacy (EuroSP 2021)
-
On Adversarial Bias and the Robustness of Fair Machine Learning
Hongyan Chang, Ta Duy Nguyen, Sasi Kumar Murakonda, Ehsan Kazemi, Reza Shokri
ArXiv preprint
-
Cronus: Robust and Heterogeneous Collaborative Learning with Black-Box Knowledge Transfer
Hongyan Chang*, Virat Shejwalkar*, Reza Shokri, Amir Houmansadr
ArXiv preprint