I am currently a Ph.D. student at Shanghai Jiao Tong University under the supervision of Prof. Jingwen Leng. My research interests include computer architecture and high-performance computing. I have published more than 10 papers at the international conferences with total google scholar citations 200 (You can also use google scholar badge ).

📝 Publications

• ISCA 2023 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;

• Micro 2022 (2023 IEEE Micro Top Picks Honorable Mention) ANT: Exploiting Adaptive Numerical Data Type for Low-bit Deep Neural Network Quantization, Cong Guo, Chen Zhang, Jingwen Leng, Zihan Liu, Fan Yang, Yunxin Liu, Minyi Guo, Yuhao Zhu;

• ICLR 2022 SQuant: On-the-Fly Data-Free Quantization via Diagonal Hessian Approximation, Cong Guo, Yuxian Qiu, Jingwen Leng, Xiaotian Gao, Chen Zhang, Yunxin Liu, Fan Yang, Yuhao Zhu, Minyi Guo;
• ICCD 2022 Nesting Forward Automatic Differentiation for Memory-Efficient Deep Neural Network Training, Cong Guo, Yuxian Qiu, Jingwen Leng, Chen Zhang, Ying Cao, Quanlu Zhang, Yunxin Liu, Fan Yang, Minyi Guo;

• MSN 2022 (Best Paper Award) Towards Reliable AI Applications via Algorithm-Based Fault Tolerance on NVDLA, Mustafa Tarik Sanic, Cong Guo, Jingwen Leng, Minyi Guo, Weiyin Ma;

• IISWC 2021 Characterizing and Demystifying the Implicit Convolution Algorithm on Commercial Matrix-Multiplication Accelerators, Yangjie Zhou, Mengtian Yang, Cong Guo, Jingwen Leng, Yun Liang, Quan Chen, Minyi Guo, Yuhao Zhu;
• ISCA 2021 Dual-side Sparse Tensor Core, Yang Wang, Chen Zhang, Zhiqiang Xie, Cong Guo, Yunxin Liu, Jingwen Leng;
• SC 2022 Accelerating Sparse DNN Models without Hardware-Support via Tile-Wise Sparsity, Cong Guo, Bo Yang Hsueh, Jingwen Leng, Yuxian Qiu, Yue Guan, Zehuan Wang, Xiaoying Jia, Xipeng Li, Minyi Guo, Yuhao Zhu;
• DAC 2020 Balancing Efficiency and Flexibility for DNN Acceleration via Temporal GPU-Systolic Array Integration, Rongjie Huang, Chunlei Zhang, Cong Guo, Yangjie Zhou, Jingwen Leng, Yuhao Zhu, Zidong Du, Quan Chen, Chao Li, Bin Yao, Minyi Guo;
• CVPR 2019 Adversarial Defense Through Network Profiling Based Path Extraction, Yuxian Qiu, Jingwen Leng, Cong Guo, Quan Chen, Chao Li, Minyi Guo, Yuhao Zhu;

🎖 Honors and Awards

• 2023.07 IEEE Micro Top Picks from Computer Architecture Conferences Honorable Mention
• 2023.06 Outstanding Doctoral Graduates, Shanghai Jiao Tong University
• 2022.08 Excellent Ph.D. Scholarship of Yang Yuanqing Education Fund (Top-3/500+), Shanghai Jiao Tong University
• 2020.11 Ph.D. National Scholarship (Top-8/500+), Ministry of Education, PRC
• 2020.07 DAC2020 Richard Newton Young Student Fellow, Design Automation Conference
• 2018.11 VMware Scholarship, Shanghai Jiao Tong University
• 2017.11 National Second Prize, The 14th China Post-Graduate Mathematical Contest in Modeling

📖 Educations

• 2020.09 - 2023.09, Ph.D in Computer Science and Technology, Department of Computer Science and Engineering, Shanghai Jiao Tong University.
• 2017.09 - 2020.03, M.E. in Computer Technology, Department of Computer Science and Engineering, Shanghai Jiao Tong University.
• 2012.09 - 2016.06, B.S. in Computer Science and Technology, College of Computer Science and Software Engineering, Shenzhen University.

💻 Internships

• 2020.06 - 2021.05, Research Intern, Microsoft Research Asia (Beijing).

• 2019.05 - 2019.12, Intern, NVIDIA (Shanghai).