电子邮件: zhitian@ict.ac.cn
通信地址: 北京市海淀区科学院南路6号
邮政编码:
研究领域
集成电路设计,可重构计算
招生信息
硕士研究生,计算机系统结构
招生专业
招生方向
教育背景
工作经历
2020年9月—今:中国科学院计算技术研究所,高级工程师
2017年7月—2020年9月:中国科学院计算技术研究所,工程师
2014年7月—2017年6月:中国科学院计算技术研究所,博士后
教授课程
出版信息
期刊文章:
[1]Yimin Zhuang, Xing Hu, Xiaobing Chen, Tian Zhi:DyPipe: A Holistic Approach to Accelerating Dynamic Neural Networks with Dynamic Pipelining. J. Comput. Sci. Technol. 38(4): 899-910 (2023)
[2]Zhe Fan, Yifan Hao, Tian Zhi, Qi Guo, Zidong Du:Hardware Acceleration for SLAM in Mobile Systems. J. Comput. Sci. Technol. 38(6): 1300-1322 (2023)
[3]Xiaobing Chen, Hao Qi, Shaohui Peng, Yimin Zhuang, Tian Zhi, Yunji Chen:Tetris: A Heuristic Static Memory Management Framework for Uniform Memory Multicore Neural Network Accelerators. J. Comput. Sci. Technol. 37(6): 1255-1270 (2022).
[4]Xinkai Song, Tian Zhi, Zhe Fan, Zhenxing Zhang, Xi Zeng, Wei Li, Xing Hu, Zidong Du, Qi Guo, Yunji Chen:Cambricon-G: A Polyvalent Energy-Efficient Accelerator for Dynamic Graph Neural Networks. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 41(1): 116-128 (2022)
[5]Zidong Du, Qi Guo, Yongwei Zhao, Tian Zhi, Yunji Chen, Zhiwei Xu: Self-Aware Neural Network Systems: A Survey and New Perspective. Proceedings of the IEEE 108(7): 1047-1067 (2020).
[6] Xi Zeng, Tian Zhi, Xuda Zhou, Zidong Du, Qi Guo, Shaoli Liu, Bingrui Wang, Yuanbo Wen, Chao Wang, Xuehai Zhou, Ling Li, Tianshi Chen, Ninghui Sun, Yunji Chen: Addressing Irregularity in Sparse Neural Networks Through a Cooperative Software/Hardware Approach. IEEE Trans. Computers 69(7): 968-985 (2020).
[7] Yongwei Zhao, Zhe Fan, Zidong Du, Tian Zhi, Ling Li, Qi Guo, Shaoli Liu, Zhiwei Xu, Tianshi Chen, Yunji Chen: Machine Learning Computers With Fractal von Neumann Architecture. IEEE Trans. Computers 69(7): 998-1014 (2020).
[8] Dong Han, Shengyuan Zhou, Tian Zhi, Yibo Wang, Shaoli Liu: Float-Fix: An Efficient and Hardware-Friendly Data Type for Deep Neural Network. Int. J. Parallel Program. 47(3): 345-359 (2019).
[9] Yong Yu, Tian Zhi, Xuda Zhou, Shaoli Liu, Yunji Chen, Shuyao Cheng: BSHIFT: A Low Cost Deep Neural Networks Accelerator. Int. J. Parallel Program. 47(3): 360-372 (2019).
[10] Zhen Li, Yuqing Wang, Tian Zhi, Tianshi Chen: A survey of neural network accelerators. Frontiers Comput. Sci. 11(5): 746-761 (2017).
会议文章:
[1]Xinkai Song, Yuanbo Wen, Xing Hu, Tianbo Liu, Haoxuan Zhou, Husheng Han, Tian Zhi, Zidong Du, Wei Li, Rui Zhang, Chen Zhang, Lin Gao, Qi Guo, Tianshi Chen: Cambricon-R: A Fully Fused Accelerator for Real-Time Learning of Neural Scene Representation. MICRO 2023: 1305-1318
[2]Zhenxing Zhang, Shiyan Sun, Xunyu Chen, Tian Zhi, Qi Guo, Yunji Chen:Space-address decoupled scratchpad memory management for neural network accelerators. Concurr. Comput. Pract. Exp. 33(6).
[3] Di Huang, Xishan Zhang, Rui Zhang, Tian Zhi, Deyuan He, Jiaming Guo, Chang Liu, Qi Guo, Zidong Du, Shaoli Liu, Tianshi Chen, Yunji Chen: DWM: A Decomposable Winograd Method for Convolution Acceleration. AAAI 2020: 4174-4181.
[4] Xishan Zhang, Shaoli Liu, Rui Zhang, Chang Liu, Di Huang, Shiyi Zhou, Jiaming Guo, Qi Guo, Zidong Du, Tian Zhi, Yunji Chen: Fixed-Point Back-Propagation Training. CVPR 2020: 2327-2335
[5] Lei Zhang, Shengyuan Zhou, Tian Zhi, Zidong Du, Yunji Chen: TDSNN: From Deep Neural Networks to Deep Spike Neural Networks with Temporal-Coding. AAAI 2019: 1319-1326.
[6] Jin Song, Yimin Zhuang, Xiaobing Chen, Tian Zhi, Shaoli Liu: Compiling Optimization for Neural Network Accelerators. APPT 2019: 15-26.
[7] Weijian Du, Linyang Wu, Xiaobing Chen, Yimin Zhuang, Tian Zhi: ZhuQue: A Neural Network Programming Model Based on Labeled Data Layout. APPT 2019: 27-39.
[8] Xiaobing Chen, Shaohui Peng, Luyang Jin, Yimin Zhuang, Jin Song, Weijian Du, Shaoli Liu, Tian Zhi: Partition and Scheduling Algorithms for Neural Network Accelerators. APPT 2019: 55-67.
[9] Yimin Zhuang, Shaohui Peng, Xiaobing Chen, Shengyuan Zhou, Tian Zhi, Wei Li, Shaoli Liu: Deep Fusion: A Software Scheduling Method for Memory Access Optimization. NPC 2019: 277-288.
[10] Xiao Zhang, Huiying Lan, Tian Zhi: Leveraging Subgraph Extraction for Performance Portable Programming Frameworks on DL Accelerators. NPC 2018: 179-184.
[11] Jinhong Zhou, Shaoli Liu, Qi Guo, Xuda Zhou, Tian Zhi, Dao-Fu Liu, Chao Wang, Xuehai Zhou, Yunji Chen, Tianshi Chen: TuNao: A High-Performance and Energy-Efficient Reconfigurable Accelerator for Graph Processing. CCGrid 2017: 731-734.
科研活动
作为课题负责人承担了国家自然科学基金等7项课题。
指导学生
已指导学生
黄谦 硕士研究生 085404-计算机技术
贺小龙 硕士研究生 085400-电子信息
现指导学生
周其睿 硕士研究生 085400-电子信息
周昊轩 硕士研究生 085400-电子信息
冯嵩玉 硕士研究生 085400-电子信息
王宏光 硕士研究生 085400-电子信息
刘孜晟 硕士研究生 085400-电子信息
全施雨 硕士研究生 085400-电子信息