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

Teaching

• Teaching Assistant for Introduction to Artificial Intelligence (Spring 2019), NUS CS3243
• Teaching Assistant for Computer Security (Spring 2020, Summer 2020), NUS CS3235
• Teaching Assistent for Trustworthy Machine Learning (Summer 2021, Summer 2022), NUS CS5562