Hi~ I graduated from Jilin University with a bachelor’s degree and from Institute of Information Engineering, Chinese Academy of Sciences with a master’s degree. I am a four-year PhD student in The Hong Kong Polytechnic University, advised by Prof.Hu Haibo.
My research interest includes trustworthy machine learning, with a focus on privacy and security attacks.
🔥 News
- 2025.09: 🎉🎉 Our paper is accepted by NeurIPS 2025.
📝 Publications
- Toward Efficient Inference Attacks: Shadow Model Sharing via Mixture-of-Experts, Bai L, Ye Q, Zhang X, et al. NeurIPS 2025.
- MER-Inspector: Assessing model extraction risks from an attack-agnostic perspective, Zhang X, Hu H, Ye Q, Bai L, et al. WWW 2025.
-
A sample-level evaluation and generative framework for model inversion attacks, Li H, Bai L, Ye Q, et al. AAAI 2025
- ProVFL: Property inference attacks against vertical federated learning, Bai L, Zhang X, Zhang S, et al. IEEE Transactions Information Forensics and Security 2025.
- RMR: A relative membership risk measure for machine learning models, Bai L, Hu H, Ye Q, et al. IEEE Transactions on Dependable and Secure Computing 2025
- Membership inference attacks and defenses in federated learning: A survey, Bai L, Hu H, Ye Q, et al. ACM Computing Surveys 2024
🎖 Honors and Awards
- 2017.09 Outstanding Student Awards, University of Chinese Academy of Sciences.
- 2015.12 First Prize Scholarship, Jilin University (top 5%).
- 2015.05 Suzhou Industrial Park Scholarship, Jilin University.
- 2014.12 China National Scholarship, Jilin University (top 2%).
- 2013.12 China National Scholarship, Jilin University (top 2%).
📖 Educations
- 2022.09 - now, The Hong Kong Polytechnic University, PhD in Electronic and Information Engineering.
- 2016.09 - 2019.06, Chinese Academy of Sciences, Institute of Information Engineering, Master in Cyberspace Security.
- 2012.09 - 2016.06, Jilin University, Bachelor in Information and Network Security.
💻 Experience
- 2021.05 - 2022.08, Research Assistant, The Hong Kong Polytechnic University, Hong Kong.
- 2019.07 - 2020.08, Algorithm Engineer, Sogou Inc, Beijing China.
📋 Services
Journal Reviewer
- IEEE Transactions on Information Forensics and Security
- IEEE Transactions on Dependable and Secure Computing
- IEEE Transactions on Computational Social Systems
Teaching Assistant
- Information Technology, The Hong Kong Polytechnic University, 2025
- Artificial Intelligence and Science Fiction, The Hong Kong Polytechnic University, 2024,
- Information Technology, Fundamentals of Machine Intelligence, The Hong Kong Polytechnic University, 2023
- Mobile Systems and Application Development, The Hong Kong Polytechnic University, 2022