基本信息
郭崎  男  硕导  中国科学院计算技术研究所
电子邮件: guoqi@ict.ac.cn
通信地址: 北京市海淀区科学院南路6号中国科学院计算技术研究所
邮政编码:

研究领域

智能计算系统

招生信息

   
招生专业
081201-计算机系统结构
招生方向
智能计算系统

教育背景

2007-09--2012-07   中国科学院计算技术研究所   博士
2002-09--2007-07   同济大学   学士

工作经历

   
工作简历
2019-09~现在, 中国科学院计算技术研究所, 研究员
2015-11~2019-09,中国科学院计算技术研究所, 副研究员
2014-04~2015-11,卡内基梅隆大学, 博士后
2012-07~2014-04,IBM中国研究院, 研究员

专利与奖励

   

出版信息

   
发表论文
[1] Yongwei Zhao, Zidong Du, Guo Qi, Xi Zeng, Ling Li, Limin Cheng, Zhiwei Xu, Ninghui Sun, Yunji Chen. Breaking the interaction wall: A DLPU-centric deep learning computing system. IEEE Transactions on Computers[J]. 2022, [2] Yongwei Zhao, Chang Liu, Zidong Du, Qi Guo, Xing Hu, Yimin Zhuang, Zhenxing Zhang, Xinkai Song, Wei Li, Xishan Zhang, Ling Li, Xu Zhiwei, Tianshi Chen. Cambricon-Q: A Hybrid Architecture for Efficient Training. ISCA[J]. 2021, [3] Zhang, Xishan, Liu, Shaoli, Zhang, Rui, Liu, Chang, Huang, Di, Zhou, Shiyi, Guo, Jiaming, Guo, Qi, Du, Zidong, Zhi, Tian, Chen, Yunji, IEEE. Fixed-Point Back-Propagation Training. 2020 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR)null. 2020, 2327-2335, [4] Du, Zidong, Guo, Qi, Zhao, Yongwei, Chen, Yunji, Xu, Zhiwei, Zhi, Tian. Self-Aware Neural Network Systems: A Survey and New Perspective. PROCEEDINGS OF THE IEEE[J]. 2020, 108(7): 1047-1067, http://dx.doi.org/10.1109/JPROC.2020.2977722.
[5] Zeng, Xi, Zhi, Tian, Zhou, Xuda, Du, Zidong, Guo, Qi, Liu, Shaoli, Wang, Bingrui, Wen, Yuanbo, Wang, Chao, Zhou, Xuehai, Li, Ling, Chen, Tianshi, Sun, Ninghui, Chen, Yunji. Addressing Irregularity in Sparse Neural Networks Through a Cooperative Software/Hardware Approach. IEEE TRANSACTIONS ON COMPUTERS[J]. 2020, 69(7): 968-985, http://dx.doi.org/10.1109/TC.2020.2978475.
[6] Zhou, Shengyuan, Guo, Qi, Du, Zidong, Liu, Daofu, Chen, Tianshi, Li, Ling, Liu, Shaoli, Zhou, Jinhong, Temam, Olivier, Feng, Xiaobing, Zhou, Xuehai, Chen, Yunji. ParaML: A Polyvalent Multicore Accelerator for Machine Learning. IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS[J]. 2020, 39(9): 1764-1777, https://www.webofscience.com/wos/woscc/full-record/WOS:000562034400002.
[7] Zhao, Yongwei, Fan, Zhe, Du, Zidong, Zhi, Tian, Li, Ling, Guo, Qi, Liu, Shaoli, Xu, Zhiwei, Chen, Tianshi, Chen, Yunji. Machine Learning Computers With Fractal von Neumann Architecture. IEEE TRANSACTIONS ON COMPUTERS[J]. 2020, 69(7): 998-1014, http://dx.doi.org/10.1109/TC.2020.2982159.
[8] Zhao, Yongwei, Du, Zidong, Guo, Qi, Liu, Shaoli, Li, Ling, Xu, Zhiwei, Chen, Tianshi, Chen, Yunji, ACM. Cambricon-F: Machine Learning Computers with Fractal von Neumann Architecture. PROCEEDINGS OF THE 2019 46TH INTERNATIONAL SYMPOSIUM ON COMPUTER ARCHITECTURE (ISCA '19)null. 2019, 788-801, http://dx.doi.org/10.1145/3307650.3322226.
[9] Chen, Yunji, Lan, Huiying, Du, Zidong, Liu, Shaoli, Tao, Jinhua, Han, Dong, Luo, Tao, Guo, Qi, Li, Ling, Xie, Yuan, Chen, Tianshi. An Instruction Set Architecture for Machine Learning. ACM TRANSACTIONS ON COMPUTER SYSTEMS[J]. 2019, 36(3): http://dx.doi.org/10.1145/3331469.
[10] Zhou, Xuda, Du, Zidong, Zhang, Shijin, Zhang, Lei, Lan, Huiying, Liu, Shaoli, Li, Ling, Guo, Qi, Chen, Tianshi, Chen, Yunji. Addressing Sparsity in Deep Neural Networks. IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS[J]. 2019, 38(10): 1858-1871, http://dx.doi.org/10.1109/TCAD.2018.2864289.
[11] Zhou, Xuda, Du, Zidong, Guo, Qi, Liu, Shaoli, Liu, Chengsi, Wang, Chao, Zhou, Xuehai, Li, Ling, Chen, Tianshi, Chen, Yunji, IEEE. Cambricon-S: Addressing Irregularity in Sparse Neural Networks through A Cooperative Software/Hardware Approach. 2018 51ST ANNUAL IEEE/ACM INTERNATIONAL SYMPOSIUM ON MICROARCHITECTURE (MICRO)null. 2018, 15-28, http://dx.doi.org/10.1109/MICRO.2018.00011.
[12] Tao, JinHua, Du, ZiDong, Guo, Qi, Lan, HuiYing, Zhang, Lei, Zhou, ShengYuan, Xu, LingJie, Liu, Cong, Liu, HaiFeng, Tang, Shan, Rush, Allen, Chen, Willian, Liu, ShaoLi, Chen, YunJi, Chen, TianShi. Bench IP: Benchmarking Intelligence Processors. JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY[J]. 2018, 33(1): 1-23, https://www.webofscience.com/wos/woscc/full-record/WOS:000423587100001.
[13] Wang, Chunkai, Meng, Xiaofeng, Guo, Qi, Weng, Zujian, Yang, Chen. Automating Characterization Deployment in Distributed Data Stream Management Systems. IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING[J]. 2017, 29(12): 2669-2681, https://www.webofscience.com/wos/woscc/full-record/WOS:000414712700004.
[14] Du, Zidong, Liu, Shaoli, Fasthuber, Robert, Chen, Tianshi, Ienne, Paolo, Li, Ling, Luo, Tao, Guo, Qi, Feng, Xiaobing, Chen, Yunji, Temam, Olivier. An Accelerator for High Efficient Vision Processing. IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS[J]. 2017, 36(2): 227-240, https://www.webofscience.com/wos/woscc/full-record/WOS:000394682200003.
[15] Lan, HuiYing, Wu, LinYang, Zhang, Xiao, Tao, JinHua, Chen, XunYu, Wang, BingRui, Wang, YuQing, Guo, Qi, Chen, YunJi. DLPlib: A Library for Deep Learning Processor. JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY[J]. 2017, 32(2): 286-296, http://dx.doi.org/10.1007/s11390-017-1722-2.
[16] Weng Zujian, Guo Qi, Wang Chunkai, Meng Xiaofeng, He Bingsheng, IEEE. AdaStorm: Resource Efficient Storm with Adaptive Configuration. 2017 IEEE 33RD INTERNATIONAL CONFERENCE ON DATA ENGINEERING (ICDE 2017)null. 2017, 1363-1364, [17] Guo, Qi, Chen, Tianshi, Chen, Yunji, Franchetti, Franz. Accelerating Architectural Simulation Via Statistical Techniques: A Survey. IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS[J]. 2016, 35(3): 433-446, https://www.webofscience.com/wos/woscc/full-record/WOS:000372371000009.
[18] Zhang Shijin, Du Zidong, Zhang Lei, Lan Huiying, Liu Shaoli, Li Ling, Guo Qi, Chen Tianshi, Chen Yunji, IEEE. Cambricon-X: An Accelerator for Sparse Neural Networks. 2016 49TH ANNUAL IEEE/ACM INTERNATIONAL SYMPOSIUM ON MICROARCHITECTURE (MICRO)null. 2016, [19] Chen, Yunji, Zhang, Shijin, Guo, Qi, Li, Ling, Wu, Ruiyang, Chen, Tianshi. Deterministic Replay: A Survey. ACM COMPUTING SURVEYS[J]. 2015, 48(2): https://www.webofscience.com/wos/woscc/full-record/WOS:000368081600001.
[20] Guo, Qi, Chen, Tianshi, Zhou, ZhiHua, Temam, Olivier, Li, Ling, Qian, Depei, Chen, Yunji. Robust Design Space Modeling. ACM TRANSACTIONS ON DESIGN AUTOMATION OF ELECTRONIC SYSTEMS[J]. 2015, 20(2): https://www.webofscience.com/wos/woscc/full-record/WOS:000350565900002.
[21] Guo Qi, Low TzeMeng, Alachiotis Nikolaos, Akin Berkin, Pileggi Larry, Hoe James C, Franchetti Franz, ACM. Enabling Portable Energy Efficiency with Memory Accelerated Library. PROCEEDINGS OF THE 48TH ANNUAL IEEE/ACM INTERNATIONAL SYMPOSIUM ON MICROARCHITECTURE (MICRO-48)null. 2015, 750-761, http://dx.doi.org/10.1145/2830772.2830788.
[22] Guo Qi, Chen Tianshi, Zhou Zhihua, Oliver Temam, Li Ling, Qian Depei, Yunji Chen. Robust Architectural Design Space Modeling. ACM Transactions on Design Automation of Electronic Systems[J]. 2015, [23] Zhang Xiaochun, Guo Qi, Chen Yunji, Chen Tianshi, Hu Weiwu, IEEE. HERMES: A Fast Cross-ISA Binary Translator with Post-Optimization. 2015 IEEE/ACM INTERNATIONAL SYMPOSIUM ON CODE GENERATION AND OPTIMIZATION (CGO)null. 2015, 246-256, [24] Chen, Tianshi, Guo, Qi, Temam, Olivier, Wu, Yue, Bao, Yungang, Xu, Zhiwei, Chen, Yunji. Statistical Performance Comparisons of Computers. IEEE TRANSACTIONS ON COMPUTERS[J]. 2015, 64(5): 1442-1455, http://dx.doi.org/10.1109/TC.2014.2315614.
[25] Guo, Qi, Chen, Tianshi, Chen, Yunji, Wang, Rui, Chen, Huanhuan, Hu, Weiwu, Chen, Guoliang. Pre-Silicon Bug Forecast. IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS[J]. 2014, 33(3): 451-463, https://www.webofscience.com/wos/woscc/full-record/WOS:000331974600010.
[26] Chen Tianshi, Guo Qi, Tang Ke, Temam Olivier, Xu Zhiwei, Zhou ZhiHua, Chen Yunji, IEEE. ArchRanker: A Ranking Approach to Design Space Exploration. 2014 ACM/IEEE 41ST ANNUAL INTERNATIONAL SYMPOSIUM ON COMPUTER ARCHITECTURE (ISCA)null. 2014, 85-96, [27] Chen, Tianshi, Chen, Yunji, Guo, Qi, Zhou, ZhiHua, Li, Ling, Xu, Zhiwei. Effective and Efficient Microprocessor Design Space Exploration Using Unlabeled Design Configurations. ACM TRANSACTIONS ON INTELLIGENT SYSTEMS AND TECHNOLOGY[J]. 2013, 5(1): https://www.webofscience.com/wos/woscc/full-record/WOS:000329159900020.

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