田永铭    Yong-Ming Tian Senior Undergraduate Student, LAMDA Group School of Intelligence Science and Technology State Key Laboratory of Novel Software Technology Nanjing University, Suzhou 215163, China Supervisor: Assistant Professor Shao-Qun Zhang Email: tianym{at}lamda{dot}nju{dot}edu{dot}cn

Biography

Currently I am a senior undergraduate student of School of Intelligence Science and Technology in Nanjing University and a member of LAMDA Group, led by professor Zhi-Hua Zhou. I have been recommended for admission to pursue an M.Sc. degree at the same school under the supervision of Assistant Professor Shao-Qun Zhang.

Research Interests

My current research interests mainly include Machine Learning and Data Mining. Specifically, I am interested in the following topics:

• Neural Tangent Kernel.

• Time Series Analysis.

Publications

Journals

• Shao-Qun Zhang, Yong-Ming Tian, Zong-Yi Chen, and Xun Lu. A Unified Neural Kernel for Neural Network Learning. Frontiers of Computer Science (FCS), in press, 2026. [arXiv]

Manuscripts

• Yong-Ming Tian, Shuang Liang, Feng-Lei Fan, and Shao-Qun Zhang. Depth-induced NTK: Bridging Over-parameterized Neural Networks and Deep Neural Kernels. 2025. [arXiv]

Awards & Honors

• 国家自然科学基金青年学生基础研究项目（项目号：625B1014）《基于深度神经核的深度学习表示和泛化理论》，2026.

• National Scholarship, 2024.

Teaching Assistant

• Probability and Statistics (with Assistant Professor Shao-Qun Zhang and Associate Professor Ke Xu; for undergraduate students), Fall, 2025.

Correspondence

Institution: School of Intelligent Science and Technology, Nanjing University, Suzhou 215163, China

Address: Nanjing University Suzhou Campus, No. 1520 Taihu Avenue, Huqiu District, Suzhou 215163, China