导师个人简介:
刘博,女,1988年生,博士、工程师、硕士生导师。2020年毕业于华中科技大学计算机系统结构专业,获工学博士学位。主要研究方向人工智能加速架构、GPU/FPGA/ASIC软硬件协同设计、人工智能系统安全。参与国家重点研发计划、主持国家自然科学基金项目1项,获国家发明专利4项,发表SCI/EI论文10余篇。
代表性科研项目:
1.国家自然科学基金青年项目,工业边缘智能检测领域的多模态数据统一表示学习方法研究,2025.01-2027.12,主持
2.国家重点研发计划(课题),分布式高性能元数据组织模式与关键技术(2023YFB4502704),2023.12-2026.11,参与
3.国家自然科学基金面上项目,以图为中心的多源异构大数据处理方法与技术研究, 62372333,2024.01-2027.12,参与
代表性论文著作:
[1] Shaofeng Zhao, Fang Wang, Bo Liu (通信作者), Dan Feng, Yang Liu. LayCO: Achieving Least Lossy Accuracy for Most Efficient RRAM-Based Deep Neural Network Accelerator via Layer-Centric Co-Optimization, Journal of Computer Science and Technology, 2023, 38, 328–347 (SCI 检索, CCF B 类期刊)
[2] Shaofeng Zhao, Bo Liu (通信作者), Fang Wang, Dan Feng, Xiang Chen. TOSA: Tolerating Stuck-At-Faults in Edge-Based RRAM Inference Accelerators, In Proceedings of the 29th IEEE International Conference on Parallel and Distributed Systems (ICPADS’23). IEEE, Hainan, China (CCF C 类会议)
[3] Bo Liu, Wenbin Jiang, Hai Jin, Xuanhua Shi, Yang Ma, Layrub: Layer-Centric Memory Reuse and Data Migration for Extreme-Scale Deep Learning Systems. In Proceedings of the 23rd ACM SIGPLAN Symposium on Principles and Practice of Parallel Programming (PPoPP’18). ACM, Vienna, Austria (CCF A 类会议)
[4] Hai Jin, Bo Liu, Wenbin Jiang, Yang Ma, Xuanhua Shi, Bingsheng He, Shaofeng Zhao. Layer-Centric Memory Reuse and Data Migration for Extreme-Scale Deep Learning on Many-Core Architectures. ACM Transactions on Architecture and Code Optimization, 2018, 15(3), 37:1-26 (SCI 检索, CCF A类期刊)
[5] Bo Liu, Wenbin Jiang, Shaofeng Zhao, Hai Jin, Bingsheng He. Gradient Sparsification and Accumulation for Low-Bandwidth Communication in Distributed Deep Learning. In Proceedings of the Green, Pervasive, and Cloud Computing (GPC’20). Springer, Xi’an, China (CCF C 类会议)
[6] Wenbin Jiang, Yang Ma, Bo Liu, Haikun Liu, Bingbing Zhou, Jian Zhu, Song Wu, Hai Jin. Layup: Layer-Adaptive and Multi-Type Intermediate-Oriented Memory Optimization for GPU-Based CNNs, ACM Transactions on Architecture and Code Optimization, 2019, 16(4), 39:1-23 (SCI 检索, CCF A 类期刊)
[7] Xuanhua Shi, Zhigao Zheng, Yongluan Zhou, Hai Jin, Ligang He, Bo Liu, Qiang Sheng Hua, Graph Processing on GPUs: A Survey. ACM Computing Surveys, 2018, 50(6), 81:1-35 (SCI 检索,影响因子 6.748)
招生信息:
课题组所属的省部级科研平台学术能力强大,科研经费充足,算力资源充裕!
欢迎对科创竞赛感兴趣的本科生加入!
欢迎对人工智能、计算机体系结构、操作系统等方向感兴趣的优秀学子报考研究生!
导师联系电话:0371-67783326(办公电话)
导师工作邮箱:liubo@zzu.edu.cn