Mushui Liu

Zhejiang University

I'm a final year Ph.D. student at Zhejiang University, where I am supervised by Prof.Yu. My research is on AIGC, MLLM, Parameter-Efficient Fine-tuning (PEFT), Few-shot Learning (FSL), and Self-supervised Learning (SSL).

💬 Feel free to drop me emails (lms@zju.edu.cn) if you have interests on above topics, and remote cooperations are welcomed.

🔥 News

Feb 27, 2025 🎉🎉🎉 One paper is accepted to CVPR-2025.
Jan 9, 2025 🎉🎉🎉 One paper is accepted to IEEE Transactions on Circuits and Systems for Video Technology.
Dec 20, 2024 🎉🎉🎉 One paper is accepted to Neural Networks.
Dec 12, 2024 🎉🎉🎉 Four papers are accepted to AAAI-2025.
July 01, 2024 🎉🎉🎉 One paper is accepted to ECCV-2024.
July 15, 2024 🎉🎉🎉 One paper is accepted to ACM MM-2024.
July 12, 2024 🎉🎉🎉 One paper is accepted to ECAI-2024.
Feb 03, 2024 🎉🎉🎉 One paper is accepted to Neural Networks.
Oct 23, 2022 🎉🎉🎉 One paper is accepted to Neurocomputing.

📝 Selected Publications

Full publication list can be found on Google Scholar.
*equal contribution; #corresponding author.

2024

  1. Mars: Mixture of Auto-Regressive Models for Fine-grained Text-to-Image Synthesis
    Mars: Mixture of Auto-Regressive Models for Fine-grained Text-to-Image Synthesis
    Wanggui He*, Siming Fu*, Mushui Liu*, Xierui Wang, Wenyi Xiao, Fangxun Shu, Yi Wang, Lei Zhang, Zhelun Yu, Haoyuan Li, Ziwei Huang, LeiLei Gan, Hao Jiang
    In AAAI Conference on Artificial Intelligence (AAAI) 2025
  2. Mars: Mixture of Auto-Regressive Models for Fine-grained Text-to-Image Synthesis
    LLM4GEN: Leveraging Semantic Representation of LLMs for Text-to-Image Generation
    Mushui Liu*, Yuhang Ma*, Zhen Yang, Jun Dan, Yunlong Yu, Zeng Zhao, Bai Liu, Changjie Fan, Zhipeng Hu
    In AAAI Conference on Artificial Intelligence (AAAI) 2025
  3. Mars: Mixture of Auto-Regressive Models for Fine-grained Text-to-Image Synthesis
    Envisioning Class Entity Reasoning by Large Language Models for Few-shot Learning
    Mushui Liu, Fangtai Wu, Bozheng Li, Ziqian Lu, Yunlong Yu, Xi Li
    In AAAI Conference on Artificial Intelligence (AAAI) 2025
  4. Mars: Mixture of Auto-Regressive Models for Fine-grained Text-to-Image Synthesis
    Frame Order Matters: A Temporal Sequence-Aware Model for Few-Shot Action Recognition
    Bozheng Li*, Mushui Liu*, Gaoang Wang, Yunlong Yu
    In AAAI Conference on Artificial Intelligence (AAAI) 2025
  5. Mars: Mixture of Auto-Regressive Models for Fine-grained Text-to-Image Synthesis
    OmniCLIP: Adapting CLIP for Video Recognition with Spatial-Temporal Omni-Scale Feature Learning
    Mushui Liu, Bozheng Li, Yunlong Yu
    In European Conference on Artifical Intelligence (ECAI) 2024

💻 Internships

  • 2024.06 - 2025, Content AI, Alibaba Group, Hangzhou.
  • 2024.01 - 2024.05, Fuxi AI Lab, NetEase, Hangzhou.
  • 2022, Disney Hulu, Beijing.
  • 2022, ByteDance, Beijing.