Biography
Publications
Activities
Awards
Teaching

Wenqi Lou (娄文启 )

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Associate Researcher (特任副研究员),
Suzhou Institute for Advanced Research,
School of Software Engineering
University of Science and Technology of China (USTC)
Research Interests: Neural Network Accelerators、Hardware-Software Co-Optimization
Address: A1102-2, Zhide Building, Suzhou Institute for Advanced Research, USTC, Suzhou, Jiangsu, China
E-mail: louwenqi@ustc.edu.cn

About me

I was born in Xinxiang, Henan Pronvince. I received Bachelor's degree in School of Computer in June 2018 from Northwestern Polytechnical University (NWPU), Xi'an. In the same year, I was admitted to study for a M.Sc. degree in School of Computer Science and Technology, University of Science and Technology of China without entrance examination. From Sept. 2020, I started my Ph.D. degree under the supervision of Professor Xuehai Zhou and Professor Chao Wang. I received my PhD degree of computer science in December, 2023 at USTC.

娄文启,现为中国科大软件学院特任副研究员,硕士生导师。2018年6月本科毕业于西北工业大学计算机学院, 2023年12月于中国科学技术大学获得计算机系统结构博士学位,导师为 周学海教授与 王超教授。主要研究方向为智能加速器架构、FPGA加速器设计、软硬件协同优化等,致力于从算法与硬件角度缓解深度学习模型的部署压力。相关成果发表于IEEE TC、DATE、FPGA,CLUSTER等计算机系统结构领域知名期刊和会议。

Research Interests

  • FPGA加速器设计(CNN、Transformer等)
  • 模型与硬件协同优化(模型稀疏化与量化、神经网络架构搜索等)
  • 智能加速器架构

Publications

  1. Wenqi Lou, Lei Gong, Chao Wang, Zidong Du, Xuehai Zhou. "OctCNN: A High Throughput FPGA Accelerator for CNNs Using Octave Convolution Algorithm". IEEE Transactions on Computers (IEEE TC), 2021, 71(8): 1847-1859. (CCF-A 类期刊)

  2. Wenqi Lou, Jiaming Qian, Lei Gong, Xuan Wang, Chao Wang, Xuehai Zhou. "NAF: Deeper Network/Accelerator Co-Exploration for Customizing CNNs on FPGA". Design, Automation & Test in Europe Conference & Exhibition (DATE). IEEE, 2023 (CCF-B 类会议, EDA领域重要会议)

  3. 娄文启, 王超, 宫磊, 周学海. 一种神经网络指令集扩展与代码映射机制. 软件学报, 2020. (CCF-A 类中文期刊)

  4. Wenqi Lou, Chao Wang, Lei Gong, Xuehai Zhou. "OctCNN: An Energy-Efficient FPGA Accelerator for CNNs using Octave Convolution Algorithm". IEEE International Conference on Cluster Computing (CLUSTER). IEEE, 2020. (CCF-B 类会议)

  5. Wenqi Lou, Chao Wang, Lei Gong, Xuehai Zhou. "RV-CNN: Flexible and efficient instruction set for CNNs based on RISC-V processors" Advanced Parallel Processing Technologies: 13th International Symposium (APPT), 2019. (EI Index, CCF体系结构专委会举办)

  6. Wenqi lou, Chao Wang, Lei Gong, Xuehai Zhou. "Neural Network Instruction Set Extension and Code Mapping Mechanism". International Journal of Software and Informatics (IJSI), 2020. (EI Index)

  7. Xuan Wang, Lei Gong, Jing Cao, Wenqi Lou, Weiya Wang, Chao Wang, Xuehai Zhou. "hAP: A Spatial-von Neumann Heterogeneous Automata Processor with Optimized Resource and IO Overhead on FPGA". Proceedings of the 2023 ACM/SIGDA International Symposium on Field Programmable Gate Arrays (FPGA). 2023. (CCF-B 类会议, FPGA顶会)

Activities

Journal Reviewer

  • Reviewer for IET Computers & Digital Techniques
  • Reviewer for International Journal of Electronics
  • Reviewer for Microprocessors and Microsystem

Awards

  • 英特尔中国奖学金 2022
  • 中国科大姑苏一等奖学金 2021
  • 西北工大优秀毕业生 2018

Teaching

  • 实用算法设计 (软件学院), 2024.02