Kaicheng Yang

Student Researcher at Shanghai Jiao Tong University. | kaichengy62@gmail.com

prof_pic.jpg

(+86)13713371180

Shanghai, China

πŸ§‘β€πŸŽ“ Biography

I am a third-year undergraduate student in the Department of Automation at Shanghai Jiao Tong University (SJTU) 🚒. I maintain an academic record with a GPA of $\text{3.9/4.3}$, ranking $\text{15th}$ out of $\text{100}$ students. πŸ“Š

Currently, I am conducting research as a student researcher in Professor Yulun Zhang’s lab, focusing on the critical and evolving field of Efficient AI πŸ’‘. My research interests center on techniques to enhance the performance and accessibility of large-scale models, specifically through:

  • Model Compression and Quantization πŸ’Ύ
  • Accelerated Diffusion Models πŸš€
  • Efficient Sampling Methods for Large Language Models (LLMs) 🧠

I am passionate about exploring methods to build powerful yet resource-conscious AI systems that push the boundaries of computational efficiency. ⚑


πŸ“£ News / Announcements

  • [2025.9] πŸ’° Receive Β₯100,000 RMB in support from the National Natural Science Foundation of China (NSFC) for my research project.
  • [2025.9] ✍️ 3 preprints released on arXiv.
  • [2025.5] πŸŽ‰ Our paper, BiMaCoSR, has been accepted to ICML 2025!
  • [2025.3] πŸ“ 2 preprints released on arXiv.
  • [2024.12] πŸ† Awarded the Infineon Scholarship.
  • [2024.12] πŸ… Awarded the University Second-Class Scholarship.
  • [2023.11] πŸ₯‡ Won the First Prize in the 15th National College Student Mathematics Competition.

selected publications

  1. ICML
    BiMaCoSR: Binary One-Step Diffusion Model Leveraging Flexible Matrix Compression for Real Super-Resolution
    Kai Liu†, Kaicheng Yang†, Zheng Chen, Zhiteng Li, Yong Guo, and 3 more authors
    In ICML, 2025
  2. ArXiv
    RobuQ: Pushing DiTs to W1.58A2 via Robust Activation Quantization
    Kaicheng Yang†, Xun Zhang†, Haotong Qin, Yucheng Lin, Kaisen Yang, and 1 more author
    In Under Review, 2025