何 胡 凌 霄  [English Version]

博士生 （导师：彭宇新教授）

多媒体信息处理研究室

北京大学王选计算机研究所

北京市海淀区 中关村北大街128号，100080

E-mail: hehulingxiao@stu.pku.edu.cn

研究方向

• 细粒度多模态大模型

教育经历

• 博士     计算机科学与技术（智能科学与技术） 北京大学王选计算机研究所     2023.09-至今
• 本科     自动化（全英文教学专业） 北京理工大学自动化学院     2019.09-2023.06
• 本科     工商管理（双学位） 北京理工大学管理与经济学院     2020.09-2023.06

奖励荣誉

• 2023     北京理工大学优秀毕业生
• 2022     共青团系统五四评优优秀团干部
• 2021     国家奖学金
• 2021     北京理工大学优秀学生标兵
• 2021     美国大学生数学建模竞赛特等奖提名奖
• 2021     全国大学生数学建模竞赛北京赛区一等奖
• 2021     华为云人工智能大赛·无人车挑战杯优胜奖

发表论文

1. Hulingxiao He, Zhi Tan and Yuxin Peng*, "Taxonomy-Aware Representation Alignment for Hierarchical Visual Recognition with Large Multimodal Models", The IEEE/CVF Conference on Computer Vision and Pattern Recognition 2026 (CVPR), Denver CO, USA, Jun. 3-7, 2026. (Accept)
2. Tianxiang Du, Hulingxiao He and Yuxin Peng*, "Venus: Benchmarking and Empowering Multimodal Large Language Models for Aesthetic Guidance and Cropping", The IEEE/CVF Conference on Computer Vision and Pattern Recognition 2026 (CVPR), Denver CO, USA, Jun. 3-7, 2026. (Accept)
3. Hulingxiao He, Zijun Geng and Yuxin Peng*, "Fine-R1: Make Multi-modal LLMs Excel in Fine-Grained Visual Recognition by Chain-of-Thought Reasoning", The Fourteenth International Conference on Learning Representations (ICLR), Rio de Janeiro, Brazil, Apr. 23-27, 2026. (Accept)
4. Yuxin Peng*, Zishuo Wang, Geng Li, Xiangtian Zheng, Sibo Yin and Hulingxiao He, "A Survey on Fine-Grained Multimodal Large Language Models", Chinese Journal of Electronics (CJE), 2026. (Accept)【pdf】
5. Hulingxiao He, Geng Li, Zijun Geng, Jinglin Xu and Yuxin Peng*, "Analyzing and Boosting the Power of Fine-Grained Visual Recognition for Multi-modal Large Language Models", The Thirteenth International Conference on Learning Representations (ICLR), Singapore, Apr. 24-28, 2025. (Accept)【pdf】【source code】【model】【机器之心报道】
6. Hulingxiao He, Yaqi Zhang, Jinglin Xu and Yuxin Peng*, "CountMamba: Exploring Multi-directional Selective State-Space Models for Plant Counting", The 7th Chinese Conference on Pattern Recognition and Computer Vision (PRCV), Urumqi, China, Oct. 18-20, 2024. 【pdf】
7. Hulingxiao He, Xiangteng He*, Yuxin Peng, Zifei Shan and Xin Su, "Firzen: Firing Strict Cold-Start Items with Frozen Heterogeneous and Homogeneous Graphs for Recommendation", 40th IEEE International Conference on Data Engineering (ICDE), Utrecht, Netherlands, May 13 - 16th, 2024.【pdf】【source code】
8. Hulingxiao He, Wu Yuan, Yidian Huang, Shilong Zhao, Wen Yuan and Hanqing Li, "Learning Unified Representations for Multi-Resolution Face Recognition", 34th British Machine Vision Conference (BMVC), Aberdeen, UK, Nov.20 - 24, 2023. 【pdf】【source code】

个人爱好

• 古典吉他
• 书法
• 登山