About

I am currently a second-year Ph.D. student at Shanghai Jiao Tong University, supervised by Wenjun Zeng and Xin Jin. Before that, I earned my B.Eng. degree from Dalian University of Technology.

My research focuses on multimodal language models, particularly streaming and long-video understanding. My long-term goal is to build an always-on real-world personal assistant with real-time perception, long-term memory, and continuous interaction. I am also interested in agents, unified models, and representation compression.

I am always open to collaboration—feel free to get in touch 😊

Research

Streaming Video Understanding

APM-Bench: Benchmarking Cross-Session Persistent Memory for Real-World Egocentric Streaming Video Assistants

Jianguo Huang*, Jinming Liu*, Qiyao Wang, Liang Xu, Jianhang Li, Zhimian Wen, Mingda Li, Shule Lu, Zhicheng Wang, Yuhan Guo, Xin Jin, Wenjun Zeng

* Equal contribution.

An Efficient Streaming Video Understanding Framework with Agentic Control

Jinming Liu*, Jianguo Huang*, Zhaoyang Jia, Jiahao Li, Xiaoyi Zhang, Zongyu Guo, Bin Li, Wenjun Zeng, Yan Lu, Xin Jin

* Equal contribution.

Preprint

Token Compression & Visual Coding

Compression Tells Intelligence: Visual Coding, Visual Token Technology, and the Unification

Xin Jin, Jinming Liu, …, Jianguo Huang, Xudong Yang, Yanxiao Liu, Wenjun Zeng

Preprint

Revisiting MLLM Token Technology through the Lens of Classical Visual Coding

Jinming Liu, Junyan Lin, …, Jianguo Huang, Xudong Yang, Zhibo Chen, Huan Wang, Xin Jin

IEEE International Symposium on Circuits and Systems (ISCAS 2026)

CCF-B
Undergraduate Work

Education

  • Shanghai Jiao Tong University

    2025.09 – Present

    Ph.D. Student in Computer Science and Technology · IMVC Lab

  • Dalian University of Technology

    2021.09 – 2025.06

    B.Eng. in Computer Science and Technology · DUT-IR Lab · Top 2.4%

Awards

  • VCIP 2025 Ultra Low Bitrate Video Compression Challenge, 50 kbps Track — Champion, first contributor 2025.10
  • Outstanding Graduate of Liaoning Province 2025.06
  • Challenge Cup National College Students' Entrepreneurship Competition — National Second Prize 2024.11
  • China College Students' Computer Design Competition — National Second Prize 2024.07
  • National Scholarship (Top 1%) — Ministry of Education 2022.10
  • Dalian University of Technology Innovation and Technology Scholarship (Top 4%) 2022, 2023, 2024
More

Competition awards: 3 national-level and 3 selected provincial-level.

  • iCAN Innovation Contest — National Third Prize 2024.12
  • 2024 University Computer Competition, Internet Technology Challenge — National Third Prize 2024.09
  • China TRIZ Cup College Students’ Innovation Method Competition — National Second Prize 2024.09
  • The 2024 China International College Students Innovation Competition — Liaoning Provincial Gold Prize 2024.08
  • Challenge Cup College Students’ Entrepreneurship Plan Competition — Liaoning Provincial Grand Prize 2024.07
  • Challenge Cup College Students’ Extracurricular Academic Science and Technology Works Competition — Liaoning Provincial Grand Prize 2023.06
  • First Prize Scholarship, Dalian University of Technology (Awarded to top 3-5% students in academic performance) 2022.10
  • University-Level Merit Student, Dalian University of Technology 2022.10

Service