About Me
Iām a third year Ph.D student from College of information science & electronic engineering, Zhejiang University. My research interest includes model compression (typically vector quantization) and edge accelerators.
Iām co-advised by Prof. Kejie Huang and Prof. Haibin Shen. I used to be a research intern at VIVO Mobile Communication.
š„ News
- 2025.06: š Two papers accepted by ICCV 2025.
- 2024.12: š One paper accepted by AAAI 2025.
- 2024.10: š One paper accepted by ASPLOS 2025.
š Publications
MVQ: Towards Efficient DNN Compression and Acceleration with Masked Vector Quantization
Shuaiting Li, Chengxuan Wang, Juncan Deng, Zeyu Wang, Zewen Ye, Zongsheng Wang, Haibin Shen, Kejie Huang
- A highly efficient HW-SW co-designed system for Vector Quantization.
SSVQ: Unleashing the Potential of Vector Quantization with Sign-Splitting
Shuaiting Li, Juncan Deng, Chenxuan Wang, Kedong Xu, Rongtao Deng, Hong Gu, Haibin Shen, Kejie Huang
- A new Vector Quantization paradigm, simple but effective.
ViM-VQ: Efficient Post-Training Vector Quantization for Visual Mamba
Juncan Deng, Shuaiting Li, Zeyu Wang, Kedong Xu, Hong Gu, Kejie Huang
- The first sub-2bit Vector Quantization solution for Visual Mambas.
VQ4DiT: Efficient Post-Training Vector Quantization for Diffusion Transformers
Juncan Deng, Shuaiting Li, Zeyu Wang, Hong Gu, Kedong Xu, Kejie Huang
- The first 2bit Vector Quantization solution for Diffusion in Transformers.
TCAS-IIEws: An energy-efficient cnn accelerator with enhanced weight stationary dataflow, Chengxuan Wang, Zongsheng Wang, Shuaiting Li, Yuanming Zhang, Haibin Shen, Kejie Huang.GRSLCross-modal adaptation for object detection in thermal infrared remote sensing imagery, Zeyu Wang, Shuaiting Li, Kejie Huang.
š Educations
- 2023.09 - now, PhD student, College of information science & electronic engineering, Zhejiang University
- 2019.09 - 2023.06, Undergrad student, College of information science & electronic engineering, Zhejiang University
š» Internships
- *2024.03 - 2025.9, Research intern at VIVO Mobile Communication, China.