Borui Kang

Borui Kang

Borui Kang

I am currently a 1st-year PhD student at Nanjing University, supervised by Prof. Wenbin Li. Recently, I have focused on Continual Learning and Multi-modal Learning.

I am a member of the Reasoning and Learning Research Group, led by Professor Yang Gao.

News

  • [2025.11] 🎉 Our paper MoZO was accepted by AAAI 2026!
  • [2025.09] 🎓 Started my Ph.D. journey at Nanjing University!
  • [2025.06] 🎉 Our paper DMNSP was accepted by ICCV 2025!

Selected Publications

ICCV 2025
DMNSP Framework

Dynamic Multi-Layer Null Space Projection for Vision-Language Continual Learning

Borui Kang, Lei Wang, Zhiping Wu, Tao Feng, Yawen Li, Yang Gao, Wenbin Li [Code]

  • We propose DMNSP to mitigate the catastrophic forgetting caused by the different behaviors of two modalities in VLM-CL.
AAAI 2026
MoZO Framework

Branch, or Layer? Zeroth-Order Optimization for Continual Learning of Vision-Language Models

Ziwei Liu*, Borui Kang*, Wei Li, Hangjie Yuan, Yanbing Yang, Wenbin Li, Jun Luo, Yifan Zhu, Tao Feng
(* Equal Contribution)

  • Explores Zeroth-Order optimization to solve the instability issues in VLM continual learning.