Junming Liu

prof_pic.png

I am a third-year Master’s student in Computer Science at Tongji University and a Research Intern at the Shanghai AI Lab. My research primarily focuses on Generative Intelligence, Multimodal Reasoning, and Graph Theory.

My work seeks to enhance the creative fidelity and cognitive depth of AI systems, while ensuring logical consistency through knowledge representations. Recently, my research has been centered around the following areas:

  • Diffusion Models for General and Medical domains.
  • Memory-Augmented Agents.
  • Post-training of Multimodal Large Language Models for Spatial Cognition.

I am actively seeking PhD opportunities starting Fall 2026. I would be thrilled to work with prospective advisors and research groups. Please feel free to contact me.

News

Jan, 2026 Our paper DMM has been accepted by ICASSP 2026! πŸŽ‰πŸŽ‰
Jan, 2026 Our paper AMID has been accepted by WWW 2026! πŸŽ‰πŸŽ‰
Nov, 2025 Our paper ReBrain has been accepted by WACV 2026! πŸŽ‰πŸŽ‰ Code available at Link. πŸ€—πŸ€—
Aug, 2025 Our paper COGO has been accepted by PRCV 2025! πŸŽ‰πŸŽ‰
Jul, 2025 Our paper HM-RAG has been accepted by ACM MM 2025! πŸŽ‰πŸŽ‰ Code available at Link. πŸ€—πŸ€—
Jun, 2025 Our paper VaLiK has been accepted by ICCV 2025! πŸŽ‰πŸŽ‰ Code available at Link. πŸ€—πŸ€—
Jan, 2025 Join Shanghai AI Lab as a Research Intern, targeting Knowledge Reasoning!⚑️️⚑️

Selected Publications

  1. WWW
    amid.png
    AMID: Model-Agnostic Dataset Distillation by Adversarial Mutual Information Minimization
    Aoqi Wu, Junming Liu, Yuwei Zhang, Weiquan Huang, Liang Hu†, Yifan Yang, Qi Zhang, Jiaxing Miao, Yuhan Tang, and Zhongyuan Lai
    Proceedings of the ACM on Web Conference, 2026
  2. ACM MM
    hmrag.jpg
    HM-RAG: Hierarchical Multi-Agent Multimodal Retrieval Augmented Generation
    Pei Liu, Xin Liu, Ruoyu Yao, Junming Liu, Siyuan Meng, Ding Wang†, and Jun Ma†
    Proceedings of the 33rd ACM International Conference on Multimedia, 2025
  3. ICCV
    valik.png
    Aligning Vision to Language: Annotation-Free Multimodal Knowledge Graph Construction for Enhanced LLMs Reasoning
    Junming Liu, Siyuan Meng, Yanting Gao, Song Mao, Pinlong Cai, Guohang Yan, Yirong Chen, Zilin Bian, Ding Wang†, and Botian Shi
    Proceedings of the IEEE/CVF International Conference on Computer Vision, 2025
MapMyVisitors