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. 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 fortunate to collaborate with Dr. Yipeng Zhou from Macquarie University.
Contact: yangfan.jiang@comp.nus.edu.sg
Interests: Freestyle Slalom Skating, Piano, Cooking, Video Games, etc.
Publications
- Protecting Label Distribution in Cross-Silo Federated Learning
Yangfan Jiang, Xinjian Luo, Yuncheng Wu, Xiaokui Xiao, and Beng Chin Ooi
In Proceedings of the 45th IEEE Symposium on Security and Privacy (S&P), 2024.
- 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), 2024.
- Feature Inference Attack on Shapley Values
Xinjian Luo, Yangfan Jiang, and Xiaokui Xiao
In Proceedings of the 29th ACM Conference on Computer and Communications Security (CCS), 2022.
- On the Detection of Shilling Attacks in Federated Collaborative Filtering
Yangfan Jiang, Yipeng Zhou, Di Wu, Chao Li, and Yan Wang
In Proceedings of the 39th IEEE International Symposium on Reliable Distributed Systems (SRDS). 2020.
- 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
Invited reviewer for the following journals:
- IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)
- IEEE Transactions on Information Forensics and Security (TIFS)