Hao-Yi Lei @ LAMDA

雷 昊 一 Hao-Yi Lei (H.-Y. Lei) LAMDA Group Department of Computer Science and Technology National Key Laboratory for Novel Software Technology Nanjing University, Nanjing 210023, China Email: leihy@lamda.nju.edu.cn

Supervisor

Professor Zhi-Hua Zhou.

Biography

• Currently I am a third year graduate student of School of Artificial Intelligence in Nanjing University and a member of LAMDA Group, led by professor Zhi-Hua Zhou.
• I got my B.Sc. degree in Kuang Yaming Honors School in June 2022 from Nanjing University, majored in mathematics and applied mathematics.

Research Interest

My research interests include Machine Learning and Data Mining. Most recently, my research interests have focused on privacy, especially privacy theory, including statistical privacy, cryptography, and differential privacy, with a particular emphasis on privacy in Learnwares. I am also deeply interested in deep learning theory.

Publication

• A Statistical Framework for Analyzing Specification Resistance to Learnware‑Inversion Risks [PDF, Bibtex]
  Hao‑Yi Lei, Zhi‑Hao Tan and Zhi‑Hua Zhou.
  In: Proceedings of the 43rd International Conference on Machine Learning (ICML 2026), Seoul, South Korea.
  
  
• On the Privacy‑Preserving Capabilities of PAVE Specifications in Learnware [PDF, Bibtex]
  Hao‑Yi Lei, Jin‑Hui Wu, Zhi‑Hao Tan and Zhi‑Hua Zhou.
  In: Proceedings of the 35th International Joint Conference on Artificial Intelligence and European Conference on Artificial Intelligence (IJCAI‑ECAI 2026), Bremen, Germany.
  
  
• Enabling optimal decisions in rehearsal learning under CARE condition. [PDF, Bibtex]
  Wen-Bo Du, Hao-Yi Lei, Lue Tao, Tian-Zuo Wang, and Zhi-Hua Zhou.
  In: Proceedings of the 42nd International Conference on Machine Learning (ICML, 2025), Vancouver, Canada.
  
  
• On the Ability of Developers' Training Data Preservation of Learnware [PDF, Bibtex]
  Hao-Yi Lei, Zhi-Hao Tan and Zhi-Hua Zhou.
  In: Advances in Neural Information Processing Systems 37 (NeurIPS'24), Vancouver, Canada, 2024.
  
  

Teaching Assistant

• (2025 Spring) Introduction to Machine Learning; For Graduate Students

  With Asst. Prof. Tian-Zuo Wang

• (2023 Spring) Introduction to Machine Learning; For Undergraduate Students

  With Prof. Zhi-Hua Zhou and Asst. Prof. Peng Zhao

Awards & Honors

• NeurIPS Scholar Award, 2024.
• LAMDA Excellent Student Award, 2024.
• Presidential Special Scholarship for Ph.D. Student, Nanjing University, 2022.
• Scholarship for Outstanding Students, Nanjing University, 2019, 2020, 2021.

Mail:
National Key Laboratory for Novel Software Technology, Nanjing University, Xianlin Campus Mailbox 603, 163 Xianlin Avenue, Qixia District, Nanjing 210023, China
(In Chinese:) 南京市栖霞区仙林大道163号，南京大学仙林校区603信箱，软件新技术国家重点实验室，210023。

Last modified: 2026-05-30