Short Bio
I am currently a first-year Ph.D. student in the School of Computer Science at Wuhan University, advised by Prof. Mang Ye. Previously, I received my bachelor degree from the School of Mathematics and Statistics at Wuhan University in 2024. If you are interested in collaborating with me or want to have a chat, always feel free to contact me through e-mail or Wechat.
My research mainly focuses on Multimodal Large Language Models and Parameter-Efficient Fine-Tuning.
📝 Publications
†: equal contribution, * : corresponding author
- LoRASculpt: Sculpting LoRA for Harmonizing General and Specialized Knowledge in Multimodal Large Language Models
- Jian Liang†, Wenke Huang†, Guancheng Wan†, Qu yang, Mang Ye*
- Conference on Computer Vision and Pattern Recognition (CVPR), 2025
- [Project Page]
- Oral Presentation (96/13008, 0.7%)
- Catch Your Emotion: Sharpening Emotion Perception in Multimodal Large Language Models
- Yiyang Fang†, Jian Liang†, Wenke Huang†, He Li, Kehua Su*, Mang Ye*
- International Conference on Machine Learning (ICML), 2025
- [Project Page]
- Spotlight (313/12107, 2.6%)
- Be Confident: Uncovering Overfitting in MLLM Multi-Task Tuning
- Wenke Huang†, Jian Liang†, Guancheng Wan, Didi Zhu, He Li, Jiawei Shao, Mang Ye, Bo Du, Dacheng Tao
- International Conference on Machine Learning (ICML), 2025
⌛️ Preprint
- ThanoRA: Task Heterogeneity-Aware Multi-Task Low-Rank Adaptation
- Jian Liang†, Wenke Huang†, Xianda Guo†, Guancheng Wan, Bo Du, Mang Ye*
- [Project Page]
- arXiv
- Keeping Yourself is Important in Downstream Tuning Multimodal Large Language Model
- Wenke Huang†, Jian Liang†, Xianda Guo†, Yiyang Fang†, Guancheng Wan†, Xuankun Rong, Chi Wen, Zekun Shi, Qingyun Li, Didi Zhu, Yanbiao Ma, Ke Liang, Bin Yang, He Li, Jiawei Shao, Mang Ye*, Bo Du*
- [Project Page]
- arXiv
🎖 Honors and Awards
- Elite Ph.D. Talent Program in Mathematics and Artificial Intelligence of Wuhan University
(武汉大学数智学科博士生拔尖人才培养计划, Award Rate: 7 Members School-wide) - Outstanding Graduate of School of Mathematics and Statistics, Wuhan University
- First Class Scholarship of Wuhan University (Award Rate: 5% School-wide)
- Xunteng Huang Memorial Scholarship (Award Rate: 2% Department-wide)
- Huawei Intelligent Base Scholarship
📖 Educations
- 2024.09 - now, PhD Student, School of Computer Science, Wuhan University, China.
- 2020.09 - 2024.06, Bachelor, School of Mathematics and Statistics, Wuhan University, China.