🙋‍♂️ About Me

I am a PhD student at the South China University of Technology (2023~) supervised by Prof. Mingkui Tan (国家级青年人才). I received my MSc from Chongqing University of Posts and Telecommunications in 2023, co-supervised by Prof. Bin Xiao (长江) and Prof. Xiuli Bi (青长). My research interests include Large Language Models, Computer Vision, and Reinforcement Learning. I published about 20 papers in top venues, including NeurIPS, ICML, CVPR, IJCAI, ACM MM, IEEE TIP, IEEE TIFS, IEEE TCYB, and IEEE TMI. I served as the reviewer/ PC member for many journals/ conferences, including Pattern Recognition, Neural Networks, IEEE JBHI, ICLR, CVPR, AAAI, ACM MM, and IEEE BIBM.

🧠 Research Interests

My recent research interests include test-time learning/adaptation for (M)LLMs and VLM, continual reinforcement learning, and multi-agent (LLMs) systems. Feel free to contact me by email if you are interested in discussion or collaboration. 欢迎本科生联系科研合作！

🔥 Recent News

📝 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]
• Continual Knowledge Adaptation for Reinforcement Learning
  Jinwu Hu, Zihao Lian, Zhiquan Wen, Chenghao Li, Guohao Chen, Xutao Wen, Bin Xiao^✉, Mingkui Tan^✉
  NeurIPS 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]
• Open-World Drone Active Tracking with Goal-Centered Rewards
  Haowei Sun, Jinwu Hu (co-first author), Zhirui Zhang, Haoyuan Tian, Xinze Xie, Yufeng Wang, Xiaohua Xie, Yun Lin, Zhuliang Yu^✉, Mingkui Tan^✉
  NeurIPS 2025. [paper] [webpage] [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]
• Beyond Fast and Slow: Cognitive-Inspired Elastic Reasoning for Large Language Models
  Jinwu Hu, Dongjin Yang, Langyu Bian, Zhiquan Wen, Yufeng Wang, Yaofo Chen, Bin Xiao^✉, Mingkui Tan^✉
  arxiv, 2025. [paper]

🏆 Award

• National Scholarships, Ministry of Education, China, 2022, 2025.
• Excellent Paper Award, Sichuan-Chongqing Science and Technology Academic Conference, 2024.
• Excellent Master’s Dissertation Award of Chongqing, 2024.

📘 Grants

• China Association for Science and Technology (CAST) Young Talent Support Program - Doctoral Student Special Initiative, Principle Investigator, 2026-2027.
• Chongqing Postgraduate Research Innovation Project, Project Participant, 2023-2025.

💻 Internships

• 2024.02 ~ present, Pazhou Lab, Research Intern.
• 2022.10 ~ 2023.03, Huawei Technologies Co., Ltd (Project Internships), Research Intern.

🎓 Professional Activities

• CVPR, Reviewer 2025.
• ICLR, Reviewer 2025.
• AAAI, Reviewer 2025.
• 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.
• Knowledge-Based Systems, Reviewer.
• Pattern Recognition Letters (PRLETTERS), Reviewer.
• IEEE student member, CCF student member, CSIG student member.