Hi! I am currently a second-year Ph.D. student in the Department of Computer Science and Engineering of Shanghai Jiao Tong University, advised by Prof. Jingwen Leng.

Before this, I obtained my master degree at School of Information Science and Technology (SIST), ShanghaiTech University. I at that time researched under the supervision of Prof. Xin Lou and Dr. Yuanfeng Wang. I received the B.E. degree from College of Architecture & Environment, Sichuan University in 2020.

My research interests include Computer Architecture, with a focus on LLM Quantization, GPGPU Micro-architecture, and Hardware/Software Co-Design.

News!


  • 12/2024: Participated in ChinaSys @ Tianjin.
  • 11/2024: One paper is accepted by HPCA 2025. Thanks to all my collaborators!
  • 09/2023: Started my Ph.D. studies at Shanghai Jiao Tong University.
  • Publication


    M-ANT: Efficient Low-bit Group Quantization for LLMs via Mathematically Adaptive Numerical Type
    Weiming Hu, Haoyan Zhang, Cong Guo, Yu Feng, Renyang Guan, Zhendong Hua, Zihan Liu, Yue Guan, Minyi Guo, Jingwen Leng
    International Symposium on High-Performance Computer Architecture (HPCA 2025)
    To appear.
    OliVe: Accelerating Large Language Models via Hardware-friendly Outlier-Victim Pair Quantization
    Cong Guo*, Jiaming Tang*, Weiming Hu, Jingwen Leng, Chen Zhang, Fan Yang, Yunxin Liu, Minyi Guo, Yuhao Zhu
    Proceedings of the 50th Annual International Symposium on Computer Architecture (ISCA 2023)
    Cache-locality Based Adaptive Warp Scheduling for Neural Network Acceleration on GPGPUs
    Weiming Hu, Yi Zhou, Ying Quan, Yuanfeng Wang, Xin Lou
    IEEE 35th International System-on-Chip Conference (SOCC 2022)

    Teaching


  • CS2911: Introduction to Computing. Summer 2024, Teaching Assistant, Shanghai Jiao Tong University
  • CS2651: Computer Architecture. Spring 2024, Teaching Assistant, Shanghai Jiao Tong University
  • CS110: Computer Architecture I. Spring 2023, Teaching Assistant, ShanghaiTech University
  • Education


    2023.09 - Now, Ph.D student in Computer Science, Department of Computer Science and Engineering, Shanghai Jiao Tong University.
    2020.09 - 2023.06, M.S. in Computer Science, School of Information Science and Technology, ShanghaiTech University.
    2016.09 - 2020.06,, B.E. in Civil Engineering, College of Architecture & Environment, Sichuan University.