🧐 About Me

Hi, I am a PhD candidate of the Stevens Institute of Technology, advised by Prof. Wendy Hui Wang. Before that, I got my master degree from East China Normal University, under the supervision of Prof. Zhili Chen. I have worked as a research assistant at the Hong Kong Polytechnic University (under the supervision of Prof. Haibo Hu and Dr. Qingqing Ye ) and Hokkaido University (under the supervision of Dr. Yang Cao).

🤔 Research Interests:

• Differential Privacy.
• Federated Learning.
• Trustworthy Machine Learning (fairness, privacy and robustness).

🔥 News

📝 Publications

• DP-DCAN: Differentially Private Deep Contrastive Autoencoder Network for Single-cell Clustering.
  Huifa Li, Jie Fu (co-first author), Zhili Chen, Xiaomin Yang, Haitao Liu, Xinpeng Ling.
  International Conference on Intelligent Computing (ICIC), 2024

• DPSUR: Accelerating Differentially Private Stochastic Gradient Descent Using Selective Update and Release.
  Jie Fu, Qingqing Ye, Haibo Hu, Zhili Chen, Lulu Wang, Kuncan Wang, Ran Xun.
  International Conference on Very Large Data Bases Conference (VLDB), 2024

• Differentially Private Graph Neural Networks for Link Prediction.
  Xun Ran, Qingqing Ye, Haibo Hu, Xin Huang, Jianliang Xu, Jie Fu.
  IEEE International Conference on Data Engineering (ICDE), 2024

• ALI-DPFL: Differentially Private Federated Learning with Adaptive Local Iterations.
  Xinpeng Ling, Jie Fu (co-first author), Kuncan Wang, Haitao Liu, Zhili Chen.
  IEEE International Symposium on World of Wireless Mobile and Multimedia Networks (WoWMoM), 2024

• Hierarchical federated learning with global differential privacy.
  Long Youqun, Jianhui Zhang, Gaoli Wang, Jie Fu.
  Electronic Research Archive, 2023

• Adap DP-FL: Differentially Private Federated Learning with Adaptive Noise.
  Jie Fu, Zhili Chen, Xiao Han.
  IEEE International Conference on Trust, Security and Privacy in Computing and Communications (TrustCom), 2022

Preprint

• Differentially Private Federated Learning: A Systematic Review.
  Jie Fu, Yuan Hong, Xinpeng Ling, Leixia Wang, Xun Ran, Zhiyu Sun, Wendy Hui Wang, Zhili Chen, Yang Cao
  Submitted to ACM Survey

• Truncated Laplace and Gaussian mechanisms of RDP.
  Jie Fu, Zhiyu Sun, Haitao Liu, Zhili Chen.

📖 Educations

• 2021.09 - 2024.05, Master, East China Noraml University, Shanghai, China.
• 2014.09 - 2018.06, Undergraduate, Huaqiao University, Quanzhou, China.

🏆 Honors and Awards

• Outstanding Master Graduate of Shanghai, 2024.
• Outstanding Master’s Thesis of East China Normal University, 2024.

💻 Internships

• 2024.04 - Now, INF, LLM Intern, Shanghai.
• 2024.01 - 2024.04, Hokkaidao University, Research Assistant, Hokkaidao.
• 2023.03 - 2023.11, PolyU, Research Assistant, Hongkong.
• 2022.02 - 2023.02, Geely, Blockchain Privacy Computing Intern, Shanghai.
• 2018.07 - 2021.08, YLZ, Internet Product Manager (Full-time job), Xiamen.
• 2018.01 - 2018.06, Shimao, Management Trainee of Real Estate Consultant , Quanzhou.

✒️ Professional Service

Journal Reviewer

• Furure Generation Computer Systems (SCI Q1)

⚽ Hobbies

• Soccer, college team captain.
• Guitar, club guitar instructor of college.
• Tennis, 3.0.

Other activities I engage in include badminton, ski, volleyball, swimming, squash, billiards, chinese chess and so on.

🎧 Monthly Song

Last updated on: 2024.09.30.