🙋♂️ About Me
I am a PhD student at the South China University of Technology (2023~) supervised by Prof. Mingkui Tan. I received my MSc from Chongqing University of Posts and Telecommunications in 2023, co-supervised by Prof. Bin Xiao and Prof. Xiuli Bi. My research interests include Large Language Models, Computer Vision, and Reinforcement Learning. I published papers in top venues, including ICML, IJCAI, CVPR, ACM MM, IEEE TIP, IEEE TCYB, IEEE TMI, and IEEE TBD. I served as the reviewer/ PC member for many journals/ conferences, including Pattern Recognition, Neural Networks, IEEE JBHI, ACM MM, and IEEE BIBM.
🔥 Recent News
- 2025.06: One paper is accepted by IEEE Transactions on Image Processing!
- 2025.05: One paper is accepted by ICML 2025!
- 2025.04: Two paper are accepted by IJCAI 2025!
- 2025.03: One paper is accepted by Journal of Software!
- 2025.02: One paper is accepted by CVPR 2025!
- 2025.01: One paper is accepted by NAACL 2025!
- 2024.09: One paper is accepted by IEEE Transactions on Medical Imaging!
- 2024.07: One paper is accepted by ACM Multimedia 2024!
- 2024.02: One paper is accepted by IEEE Transaction on Cybernetics!
- 2023.10: One paper is accepted by IEEE BIBM 2023!
- 2023.02: Accepted to pursue PhD at South China University of Technology!
- 2022.10: Received the National Scholarship for postgraduate students!
- 2022.06: One paper is accepted by IEEE Transaction on Big Data!
📝 Publications
👉 Check the full list here.
- Test-Time Learning for Large Language Models
Jinwu Hu, Zhitian Zhang, Guohao Chen, Xutao Wen, Chao Shuai, Wei Luo, Bin Xiao *, Yuanqing Li *, Mingkui Tan *
ICML, 2025. [paper] [code] - Efficient Dynamic Ensembling for Multiple LLM Experts
Jinwu Hu, Yufeng Wang, Shuhai Zhang, Kai Zhou, Guohao Chen, Yu Hu, Bin Xiao *, Mingkui Tan *
IJCAI, 2025. [paper] [code] - Enhancing User-Oriented Proactivity in Open-Domain Dialogues with Critic Guidance
Yufeng Wang, Jinwu Hu (co-first author), Ziteng Huang, Kunyang Lin, Zitian Zhang, Peihao Chen, Yu Hu, Qianyue Wang, Zhuliang Yu, Bin Sun, Qingfang Zheng *, Xiaofen Xing *, Mingkui Tan
IJCAI, 2025. [paper] [code] [rednote] - Generating Long-form Story Using Dynamic Hierarchical Outlining with Memory-Enhancement
Qianyue Wang, Jinwu Hu (co-first author), Zhengping Li, Yufeng Wang, Daiyuan Li, Yu Hu, Mingkui Tan *
NAACL, 2025. [paper] [code] - CTNet: Contrastive Transformer Network for Polyp Segmentation
Bin Xiao, Jinwu Hu, Weisheng Li, Chi-Man Pun, Xiuli Bi *
IEEE Transactions on Cybernetics, 2024. [paper] [code] - IEMask R-CNN: Information-enhanced Mask R-CNN
Xiuli Bi, Jinwu Hu, Bin Xiao *, Weisheng Li, Xinbo Gao
IEEE Transactions on Big Data, 2022. [paper] [code]
✍️Pre-prints:
👉 Check the full list here.
- Dynamic Compressing Prompts for Efficient Inference of Large Language Models
Jinwu Hu, Wei Zhang, Yufeng Wang, Yu Hu, Bin Xiao, Mingkui Tan *, Qing Du *
arxiv, 2025. [paper] [code] - A Cross-Scene Benchmark for Open-World Drone Active Tracking
Haowei Sun, Jinwu Hu (co-first author), Zhirui Zhang, Haoyuan Tian, Xinze Xie, Yufeng Wang, Zhuliang Yu *, Xiaohua Xie, Mingkui Tan *
arxiv, 2024. [paper] [webpage] [code]
💻 Internships
- 2024.02 ~ present, Pazhou Lab, Research Intern.
- 2022.10 ~ 2023.03, Huawei Technologies Co., Ltd (Project Internships), Research Intern.
🏆 Award
- National Scholarships, Ministry of Education, China, 2022.
- Excellent Paper Award, Sichuan-Chongqing Science and Technology Academic Conference, 2024.
- Excellent Master’s Dissertation Award of Chongqing, 2024.
🎓 Professional Activities
- ACM MM, Reviewer 2025.
- IEEE BIBM, Program Committee (PC) member 2024, 2025.
- Pattern Recognition (PR), Reviewer.
- Neural Networks (NN), Reviewer.
- Neurocomputing, Reviewer.
- IEEE Journal of Biomedical and Health Informatics (JBHI), Reviewer.
- Pattern Recognition Letters (PRLETTERS), Reviewer.
- IEEE student member, CCF student member, CSIG student member.