刘博生

作者: 时间:2025-02-26 点击数:

刘博生

 

所属学院:计算机学院

导师类型:硕士生导师

科研方向:大模型软硬协同优化,AI软硬件协同设计,计算机系统结构

联系方式:liubosheng@gdut.edu.cn

硕士招生学院:计算机学院

 

 

所在团队介绍:https://hpcds.gdut.edu.cn/Members/ds.htm

教育背景:

2014.09-2020.06 中国科学院计算技术研究所 博士 计算机系统结构

2018.09-2019.09 杜克大学(美国)          访学博士 计算机系统结构

2012.09-2014.06 湖南大学   硕士 软件工程

2011.09-2012.06 湖南大学  在职硕士学习 软件工程

2006.09-2010.06 湖南大学   学士 软件工程

 

工作经历:

2010.07-2011.08   在私企从事操作系统内核软件移植工作

 

主要论文:

  1. Bosheng Liu, Zhuoshen Jiang, Yalan Wu, Jigang Wu, Xiaoming Chen, Peng Liu, Qingguo Zhou, and Yinhe Han, “Frequency-domain Inference Acceleration for Convolutional Neural Networks using ReRAMs,” Transactions on Parallel and Distributed Systems (TPDS), DOI: 10.1109/TPDS.2023.3322907, 2023.  (CCF-A)

  2. Bosheng Liu, Xiaoming Chen, Yinhe Han, Jigang Wu, Liang Chang, Peng Liu, Haobo Xu, "Search-free Inference Acceleration for Sparse Convolutional Neural Networks", IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, 2022, DOI: 10.1109/TCAD.2021.3102191. (CCF-A)

  3. Bosheng Liu, Zhuoshen Jiang, Jigang, Wu, Xiaoming Chen, Yinhe Han, and Peng Liu, “F3D: Accelerating 3D Convolutional Neural Networks in Frequency Space Using ReRAM”, Design Automation Conference, pp. 571-576, 2021. (CCF-A)

  4. Bosheng Liu, Xiaoming Chen, Yinhe Han, and Haobo Xu, “Swallow: A Versatile Accelerator for Sparse Neural Networks”, IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, pp.4881-4893, 2020. (CCF-A)

  5. Bosheng Liu, Xiaoming Chen, Yinhe Han, Jiajun Li, Haobo Xu, and Xiaowei Li, “Accelerating DNN-based 3D Point Cloud Processing for Mobile Computing”, SCIENCE CHINA Information Sciences, 2019, 62(212102): 1-212102. (CCF-A)

  6. Jiasong Chen, Zeming Xie, Weipeng Liang, Bosheng Liu* (通信), Xin Zheng, Jigang Wu, Xiaoming Xiong, “Quantization-aware Optimization Approach for CNNs Inference on CPUs”, accepted, ASP-DAC, 2024. (CCF-C)

  7. Yuanli Zhong, Yongqi Xu, Bosheng Liu*(通信), Yibing Tang, and Jigang Wu, “Accelerating Event-based Deep Neural Networks via Flexible Data Encoding”, IEICE Electronics Express, accepted, 2023.

  8. Bosheng Liu, Hongyi Liang, Jigang Wu, Xiaoming Chen, Peng Liu, Yinhe Han, “Accelerating Convolutional Neural Networks in Frequency Domain via Kernel-sharing Approach,” DOI: 10.1145/3566097.3567862, ASP-DAC, 2023. (CCF-C)

  9. Bosheng Liu, Xiaoming Chen, Yinhe Han, and Liang Chang, “Efficient Accelerator Architecture for Optical Flow Estimation”, SCIENTIA SINICA Informationis, 2021, DOI: 10.1360/SSI-2020-0323

  10. Bosheng Liu, Xiaoming Chen, Yinhe Han, Ying Wang, Jiajun Li, Haobo Xu, and Xiaowei Li, “Search-free Accelerator for Sparse Convolutional Neural Networks”, Proceedings of the 25rd Asia and South Pacific Design Automation Conference (ASP-DAC), 524-529, 2020. (CCF-C)

  11. Bosheng Liu, Xiaoming Chen, Ying Wang, Yinhe Han, Jiajun Li, Haobo Xu, and Xiaowei Li, “Addressing the Issue of Processing Element Under-Utilization in General-Purpose Systolic Deep Learning Accelerators”, Proceedings of the 24rd Asia and South Pacific Design Automation Conference (ASP-DAC), 733-738, 2019. (CCF-C)

  12. Bosheng liu, Ying Wang, Zhiqiang You, Yinhe Han, and Xiaowei Li, “A signal degradation reduction method for memristor ratioed logic (MRL) gates”, IEICE Electronics Express, 2015, WOS:000358123700002. (SCI)

 

 

科研项目:

主持国家自然科学基金青年基金、广东省自然科学基金-面上项目、区域联合基金-青年基金项目、广州市基础与应用基础研究项目、计算机体系结构国家重点实验室开放课题等十余项课题。

 

 

地址:广州市番禺区广州大学城外环西路100号广东工业大学行政楼325    邮编:510006

电话:020-39322722    邮箱:yzb@gdut.edu.cn  粤ICP备05008833号