Welcome to Mingzhen He’s Homepage

About Me

Hi! I am a Ph.D. student at the Institute of Image Processing Pattern Recognition in the Department of Automation, Shanghai Jiao Tong University, supervised by Prof. Xiaolin Huang. Before, I obtained my bachelor’s degree in Automation, at South China University of Technology.

Feel free to drop me an email to connect!

Research Interests

My research interest starts from investigating asymmetric kernels, the primal-dual relationship, and random features. Currently, my research focuses on the following directions:

• Machine learning theory: potential function space for asymmetric kernels.
• Applications: Graph Neural Networks and Transformers understood by asymmetric kernels.

News

• [2024-09] One paper was accepted by NeurIPS.

• [2024-09] One paper was accepted by Machine Learning about random Fourier features for asymmetric kernels.

• [2024-07] One paper was accepted by IEEE Transactions on Neural Networks and Learning Systems.

• [2023-09] One paper was accepted by NeurIPS about a dimension reduction method for asymmetric kernels.

• [2023-07] One paper was accepted by Pattern Recognition Letters.

• [2023-03] One paper was accepted by IEEE Transactions on Pattern Analysis and Machine Intelligence about the primal-dual relationship of asymmetric kernels.

• [2022-08] One paper was accepted by IEEE Transactions on Neural Networks and Learning Systems.