Yangfan Jiang

Yangfan Jiang 「姜洋帆」


Short Bio: I am a Ph.D. candidate in Computer Science at National University of Singapore, advised by Prof. Xiaokui Xiao. My research focuses on data privacy (e.g., differential privacy) and its applications in machine learning. I received the B.Eng. degree in Computer Science from Sun Yat-sen University in June 2021, advised by Prof. Di Wu. I was also working closely with Dr. Yipeng Zhou from Macquarie University.

Curriculum Vitae: [cv.pdf]

Contact: jyangfan@comp.nus.edu.sg

Publications

  1. Calibrating Noise for Group Privacy in Subsampled Mechanisms
    Yangfan Jiang, Xinjian Luo, Yin Yang, and Xiaokui Xiao
    International Conference on Very Large Data Bases (VLDB), 2025.

  2. Passive Inference Attacks on Split Learning via Adversarial Regularization
    Xiaochen Zhu, Xinjian Luo, Yuncheng Wu, Yangfan Jiang, Xiaokui Xiao, and Beng Chin Ooi
    Network and Distributed System Security Symposium (NDSS), 2025.

  3. Exploring Privacy and Fairness Risks in Sharing Diffusion Models: An Adversarial Perspective
    Xinjian Luo, Yangfan Jiang, Fei Wei, Yuncheng Wu, Xiaokui Xiao, and Beng Chin Ooi
    IEEE Transactions on Information Forensics and Security (TIFS), 2024.

  4. Protecting Label Distribution in Cross-Silo Federated Learning
    Yangfan Jiang, Xinjian Luo, Yuncheng Wu, Xiaokui Xiao, and Beng Chin Ooi
    IEEE Symposium on Security and Privacy (S&P), 2024.

  5. On Data Distribution Leakage in Cross-Silo Federated Learning
    Yangfan Jiang, Xinjian Luo, Yuncheng Wu, Xiaochen Zhu, Xiaokui Xiao, and Beng Chin Ooi
    IEEE Transactions on Knowledge and Data Engineering (TKDE), 36(7): 3312-3328, 2024.

  6. Feature Inference Attack on Shapley Values
    Xinjian Luo, Yangfan Jiang, and Xiaokui Xiao
    ACM Conference on Computer and Communications Security (CCS), 2022.

  7. On the Detection of Shilling Attacks in Federated Collaborative Filtering
    Yangfan Jiang, Yipeng Zhou, Di Wu, Chao Li, and Yan Wang
    IEEE International Symposium on Reliable Distributed Systems (SRDS), 2020.

  8. Robust Size Estimation of Online Social Networks via Subgraph Sampling
    Yangfan Jiang, Yao Fu, Yipeng Zhou, and Di Wu
    IEEE Transactions on Network Science and Engineering (TNSE), 7(4): 2702-2713, 2020.

Academic Services

Program Committee Member: Journal Reviewer: