081201-计算机系统结构

计算机系统结构
机器学习

2002-09--2007-07   中国科学院计算技术研究所   博士生
1997-09--2002-07   中国科学技术大学   本科生

   

2022-05~现在, 处理器芯片全国重点实验室, 主任
2021-02~现在, 中国科学院计算技术研究所, 副所长
2007-07~现在, 中国科学院计算技术研究所, 助研、副研、研究员

智能计算系统
本科生毕业设计（计算机科学与技术）
智能计算机基础及应用
数字电路
并行系统

   

（1） 杰出青年中关村奖, , 市地级, 2021
（2） 深度学习处理器体系结构新范式, 二等奖, 国家级, 2020
（3） 教育部青年“长江学者”, 一等奖, 部委级, 2019
（4） 深度学习处理器体系结构, 一等奖, 部委级, 2019
（5） 国家杰出青年科学基金, 一等奖, 国家级, 2019
（6） CCF科学技术奖一等奖, 一等奖, 其他, 2016
（7） 中科院卢嘉锡青年人才奖, , 院级, 2013
（8） 国家自然科学基金优秀青年基金, , 国家级, 2012
（9） 国家万人计划“青年拔尖人才”, , 国家级, 2012

   

[1] Peng Wei Jin, Yunji Chen. Online Symbolic Regression with Informative Query. AAAI Conference on Artificial Intelligence (AAAI)null. 2023, [2] Yi, Qi, Zhang, Rui, Peng, Shaohui, Guo, Jiaming, Hu, Xing, Du, Zidong, Guo, Qi, Chen, Ruizhi, Li, Ling, Chen, Yunji. Learning controllable elements oriented representations for reinforcement learning. NEUROCOMPUTING[J]. 2023, 549: http://dx.doi.org/10.1016/j.neucom.2023.126455.
[3] QI Yi, Yunji Chen. Online Prototype Alignment for Few-shot Policy Transfer. International Conference on Minority Languages (ICML XVI)null. 2023, [4] Shaohui Peng, Xing Hu, Rui Zhang, Jiaming Guo, Qi Yi, Ruizhi Chen, Zidong Du, Ling Li, Qi Guo, Yunji Chen. Conceptual Reinforcement Learning for Language-Conditioned Tasks. AAAI Conference on Artificial Intelligence (AAAI)null. 2023, https://arxiv.org/abs/2303.05069.
[5] Jun Bi, Xiaqing Li, Qi Guo, Rui Zhang, Yuanbo Wen, Xing Hu, Zidong Du, Xinkai Song, Yifan Hao, Yunji Chen. BALTO: fast tensor program optimization with diversity-based active learning. ICLR 2023null. 2023, [6] Zhao, Yongwei, Du, Zidong, Guo, Qi, Xu, Zhiwei, Chen, Yunji. Rescue to the Curse of universality. SCIENCE CHINA-INFORMATION SCIENCES[J]. 2023, 66(9): http://dx.doi.org/10.1007/s11432-021-3596-x.
[7] Yuanbo Wen, Qi Guo, Qiang Fu, Xiaqing Li, Jianxing Xu, Yanlin Tang, Yongwei Zhao, Xing Hu, Zidong Du, Ling Li, Chao Wang, Xuehai Zhou, Yunji Chen. BabelTower: Learning to Auto-parallelized Program Translation. Proceedings of the 39 th International Conference on Machine Learningnull. 2022, https://proceedings.mlr.press/v162/wen22b/wen22b.pdf.
[8] Yi, Qi, Zhang, Rui, Peng, Shaohui, Guo, Jiaming, Hu, Xing, Du, Zidong, Zhang, Xishan, Guo, Qi, Chen, Yunji. Object-Category Aware Reinforcement Learning. NeurIPS 2022null. 2022, http://arxiv.org/abs/2210.07802.
[9] Huang, Di, Zhang, Rui, Hu, Xing, Zhang, Xishan, Jin, Pengwei, Li, Nan, Du, Zidong, Guo, Qi, Chen, Yunji. Neural Program Synthesis with Query. ICLR 2022null. 2022, [10] Chen, XiaoBing, Qi, Hao, Peng, ShaoHui, Zhuang, YiMin, Zhi, Tian, Chen, YunJi. Tetris: A Heuristic Static Memory Management Framework for Uniform Memory Multicore Neural Network Accelerators. JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY[J]. 2022, 37(6): 1255-1270, http://lib.cqvip.com/Qikan/Article/Detail?id=7108691411.
[11] Song, Xinkai, Zhi, Tian, Fan, Zhe, Zhang, Zhenxing, Zeng, Xi, Li, Wei, Hu, Xing, Du, Zidong, Guo, Qi, Chen, Yunji. Cambricon-G: A Polyvalent Energy-Efficient Accelerator for Dynamic Graph Neural Networks. IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS[J]. 2022, 41(1): 116-128, http://dx.doi.org/10.1109/TCAD.2021.3052138.
[12] Yijun Tan, Kai Han, Kang Zhao, Xianzhi Yu, Zidong Du, Yunji Chen, Yunhe Wang, Jun Yao. Accelerating Sparse Convolution with Column Vector-Wise Sparsity. NeurIPS 2022null. 2022, [13] Peng, Shaohui, Hu, Xing, Zhang, Rui, Tang, Ke, Guo, Jiaming, Yi, Qi, Chen, Ruizhi, Zhang, Xishan, Du, Zidong, Li, Ling, Guo, Qi, Chen, Yunji. Causality-driven Hierarchical Structure Discovery for Reinforcement Learning. NeurIPS 2022null. 2022, http://arxiv.org/abs/2210.06964.
[14] Zidong Du, Guo Qi, Yongwei Zhao, 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, https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=9292952.
[15] Han, Husheng, Xu, Kaidi, Hu, Xing, Chen, Xiaobing, Liang, Ling, Du, Zidong, Guo, Qi, Wang, Yanzhi, Chen, Yunji. ScaleCert: Scalable Certified Defense against Adversarial Patches with Sparse Superficial Layers. 2021, http://arxiv.org/abs/2110.14120.
[16] Xinkai Song, tian zhi, Fan Zhe, Zhang zhenxing, Zeng Xi, Li Wei, Hu Xing, Du Zidong, Guo Qi, Chen Yunji. Cambricon-G: A Polyvalent Energy-efficient Accelerator for Dynamic Graph Neural Networks. IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS[J]. 2021, [17] Huang, Di, Zhang, Rui, Zhang, Xishan, Wu, Fan, Wang, Xianzhuo, Jin, Pengwei, Liu, Shaoli, Li, Ling, Chen, Yunji. A Decomposable Winograd Method for N-D Convolution Acceleration in Video Analysis. INTERNATIONAL JOURNAL OF COMPUTER VISION[J]. 2021, 129(10): 2806-2826, http://dx.doi.org/10.1007/s11263-021-01500-9.
[18] Du, Zhixing, Zhang, Rui, Chang, Ming, Zhang, Xishan, Liu, Shaoli, Chen, Tianshi, Chen, Yunji. Distilling Object Detectors with Feature Richness. 2021, http://arxiv.org/abs/2111.00674.
[19] Zhang, Zhenxing, Sun, Shiyan, Chen, Xunyu, Zhi, Tian, Guo, Qi, Chen, Yunji. Space-address decoupled scratchpad memory management for neural network accelerators. CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE[J]. 2021, 33(6): http://dx.doi.org/10.1002/cpe.6046.
[20] Guo, Jiaming, Zhang, Rui, Zhang, Xishan, Peng, Shaohui, Yi, Qi, Du, Zidong, Hu, Xing, Guo, Qi, Chen, Yunji. Hindsight Value Function for Variance Reduction in Stochastic Dynamic Environment. 2021, http://arxiv.org/abs/2107.12216.
[21] 陈云霁, 孙振莲, 刘自鸿. 实现科技强国梦，青年科技工作者的使命但当. 科技导报[J]. 2021, 39(16): 86-88, http://lib.cqvip.com/Qikan/Article/Detail?id=7105503413.
[22] Zeng, Xi, Zhi, Tian, Du, Zidong, Guo, Qi, Sun, Ninghui, Chen, Yunji, IEEE Comp Soc. ALT : Optimizing Tensor Compilation in Deep Learning Compilers with Active Learning. 2020 IEEE 38TH INTERNATIONAL CONFERENCE ON COMPUTER DESIGN (ICCD 2020)null. 2020, 623-630, [23] 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, [24] 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.
[25] 杜伟健, 陈云霁, 支天, 吴林阳, 陈小兵, 庄毅敏. QingLong：一种基于常变量异步拷贝的神经网络编程模型. 计算机学报[J]. 2020, 43(4): 587-599, http://lib.cqvip.com/Qikan/Article/Detail?id=7101310151.
[26] 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.
[27] 李韦, 文渊博, 孙广中, 陈云霁. 提升高性能计算程序性能可移植性的领域特定语言. 高技术通讯[J]. 2020, 30(2): 141-149, https://kns.cnki.net/KCMS/detail/detail.aspx?dbcode=CJFQ&dbname=CJFDLAST2020&filename=GJSX202002006&v=MDk0MjJmWWRyRzRITkhNclk5RllvUjhlWDFMdXhZUzdEaDFUM3FUcldNMUZyQ1VSN3FlWnVkdUZ5cmxVN3JJSWk=.
[28] 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, http://dx.doi.org/10.1109/TCAD.2019.2927523.
[29] 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.
[30] 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.
[31] 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.
[32] Zhang Lei, Zhou Shengyuan, Zhi Tian, Du Zidong, Chen Yunji, AAAI. TDSNN: From Deep Neural Networks to Deep Spike Neural Networks with Temporal-Coding. THIRTY-THIRD AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE / THIRTY-FIRST INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE CONFERENCE / NINTH AAAI SYMPOSIUM ON EDUCATIONAL ADVANCES IN ARTIFICIAL INTELLIGENCEnull. 2019, 1319-1326, http://apps.webofknowledge.com/CitedFullRecord.do?product=UA&colName=WOS&SID=5CCFccWmJJRAuMzNPjj&search_mode=CitedFullRecord&isickref=WOS:000485292601041.
[33] 周聖元, 杜子东, 刘道福, 支天, 陈云霁. 低面积低功耗的机器学习运算单元设计. 高技术通讯[J]. 2019, 29(1): 12-18, https://kns.cnki.net/KCMS/detail/detail.aspx?dbcode=CJFQ&dbname=CJFDLAST2019&filename=GJSX201901003&v=MTEwNjV4WVM3RGgxVDNxVHJXTTFGckNVUjdxZVorUnZGaTdsVzd6SklpZllkckc0SDlqTXJvOUZaNFI4ZVgxTHU=.
[34] Yu, Yong, Zhi, Tian, Zhou, Xuda, Liu, Shaoli, Chen, Yunji, Cheng, Shuyao. BSHIFT: A Low Cost Deep Neural Networks Accelerator. INTERNATIONAL JOURNAL OF PARALLEL PROGRAMMING[J]. 2019, 47(3): 360-372, http://dx.doi.org/10.1007/s10766-018-00624-9.
[35] 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.
[36] 陈云霁. 树立良好作风学风，是科研工作者的责任. 中国科学基金[J]. 2019, 33(6): 551-552, http://lib.cqvip.com/Qikan/Article/Detail?id=7100772601.
[37] He, Bingsheng, Chen, Yunji, Zhou, Jingren. Guest Editors' Introduction: Special Issue on Big Data Systems on Emerging Architectures. IEEE TRANSACTIONS ON BIG DATAnull. 2019, 5(1): 2-3, https://www.webofscience.com/wos/woscc/full-record/WOS:000460417600002.
[38] Chen Yunji. TDSNN:from DNN to deep SNN with temporal coding. AAAI Conference on Artificial Intelligence. 2019, [39] 韩栋, 周聖元, 支天, 陈云霁, 陈天石. 智能芯片的评述和展望. 计算机研究与发展[J]. 2019, 56(1): 7-22, http://lib.cqvip.com/Qikan/Article/Detail?id=7001082921.
[40] 周聖元, 杜子东, 陈云霁. 稀疏神经网络加速器设计. 高技术通讯[J]. 2019, 29(3): 222-231, http://lib.cqvip.com/Qikan/Article/Detail?id=7001549920.
[41] Chen Yunji. Addressing Sparisity in Deep Neural Networks. IEEE Trans. on CAD of Integrated Circuits and Systems. 2018, [42] Wang, Zhe, Wu, Chenggang, Yuan, Xiang, Wang, Zhenjiang, Li, Jianjun, Yew, PenChung, Huang, Jeff, Feng, Xiaobing, Lan, Yanyan, Chen, Yunji, Lai, Yuanming, Guan, Yong. Using Local Clocks to Reproduce Concurrency Bugs. IEEE TRANSACTIONS ON SOFTWARE ENGINEERING （CCF A）[J]. 2018, 44(11): 1112-1128, https://www.webofscience.com/wos/woscc/full-record/WOS:000449964600006.
[43] 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.
[44] 王秉睿, 兰慧盈, 陈云霁. 深度学习编程框架. 大数据[J]. 2018, 4(4): 56-63, http://lib.cqvip.com/Qikan/Article/Detail?id=676192697.
[45] 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, http://dx.doi.org/10.1007/s11390-018-1805-8.
[46] 白春礼, 赵忠贤, 杨乐, 何祚庥, 徐涛, 曹晓风, 明廷华, 吴明瑜, 郭曰方, 陈云霁, 罗三中. 新时代“科学春天”众人谈. 中国科技奖励[J]. 2018, 40-41, http://lib.cqvip.com/Qikan/Article/Detail?id=7000769250.
[47] Zhou, Jinhong, Liu, Shaoli, Guo, Qi, Zhou, Xuda, Zhi, Tian, Liu, Daofu, Wang, Chao, Zhou, Xuehai, Chen, Yunji, Chen, Tianshi, IEEE. TuNao: A High-Performance and Energy-Efficient Reconfigurable Accelerator for Graph Processing. 2017 17TH IEEE/ACM INTERNATIONAL SYMPOSIUM ON CLUSTER, CLOUD AND GRID COMPUTING (CCGRID)null. 2017, 731-734, [48] 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.
[49] 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://sciencechina.cn/gw.jsp?action=detail.jsp&internal_id=5940438&detailType=1.
[50] Wang, Chao, Li, Xi, Chen, Yunji, Zhang, Youhui, Diessel, Oliver, Zhou, Xuehai. Service-Oriented Architecture on FPGA-Based MPSoC. IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS[J]. 2017, 28(10): 2993-3006, https://www.webofscience.com/wos/woscc/full-record/WOS:000410653500021.
[51] Xia, Yubin, Liu, Yutao, Guan, Haibing, Chen, Yunji, Chen, Tianshi, Zang, Binyu, Chen, Haibo. Secure Outsourcing of Virtual Appliance. IEEE TRANSACTIONS ON CLOUD COMPUTING[J]. 2017, 5(3): 390-404, https://www.webofscience.com/wos/woscc/full-record/WOS:000416650800003.
[52] Luo, Tao, Liu, Shaoli, Li, Ling, Wang, Yuqing, Zhang, Shijin, Chen, Tianshi, Xu, Zhiwei, Temam, Olivier, Chen, Yunji. DaDianNao: A Neural Network Supercomputer. IEEE TRANSACTIONS ON COMPUTERS[J]. 2017, 66(1): 73-88, https://www.webofscience.com/wos/woscc/full-record/WOS:000390667600009.
[53] 陈云霁, 陈天石. 人工神经网络处理器. 中国科学. 生命科学[J]. 2016, 46(2): 223-224, https://www.sciengine.com/doi/10.1360/zc2016-46-2-223.
[54] 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.
[55] Chen, Yunji, Chen, Tianshi, Xu, Zhiwei, Sun, Ninghui, Temam, Olivier. DianNao Family: Energy-Efficient Hardware Accelerators for Machine Learning. COMMUNICATIONS OF THE ACM[J]. 2016, 59(11): 105-112, http://dx.doi.org/10.1145/2996864.
[56] 黄铁军, 施路平, 唐华锦, 潘纲, 陈云霁, 于俊清. 多媒体技术研究：2015——类脑计算的研究进展与发展趋势. 中国图象图形学报[J]. 2016, 21(11): 1411-1424, https://d.wanfangdata.com.cn/periodical/zgtxtxxb-a201611001.
[57] Wu, Yue, Lu, Chao, Chen, Yunji. A survey of routing algorithm for mesh Network-on-Chip. FRONTIERS OF COMPUTER SCIENCE[J]. 2016, 10(4): 591-601, http://www.corc.org.cn/handle/1471x/2374665.
[58] Chen, Yunji, Tao, Jinhua. Near-Data Processing of Neural Networks. IEEE MICROnull. 2016, 36(1): 9-10, https://www.webofscience.com/wos/woscc/full-record/WOS:000372359700006.
[59] 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, [60] Chen Yunji. Cambricon: An Instruction Set Architecture for Neural Networks. Computer Architecture (ISCA), 2016 ACM/IEEE 43rd Annual International Symposium on. 2016, [61] Liu, Shaoli, Chen, Tianshi, Li, Ling, Feng, Xiaoxue, Xu, Zhiwei, Chen, Haibo, Chong, Fred, Chen, Yunji. IMR: High-Performance Low-Cost Multi-Ring NoCs. IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS[J]. 2016, 27(6): 1700-1712, https://www.webofscience.com/wos/woscc/full-record/WOS:000376106400012.
[62] 陶建华, 陈云霁. 类脑计算芯片与类脑智能机器人发展现状与思考. 中国科学院院刊[J]. 2016, 31(7): 803-811, http://sciencechina.cn/gw.jsp?action=detail.jsp&internal_id=5748782&detailType=1.
[63] 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.
[64] 黄元杰, 陈云霁, 吴承勇. 数据触发的基本块间弹性控制电路综合方法. 高技术通讯[J]. 2015, 46-53, http://lib.cqvip.com/Qikan/Article/Detail?id=664380041.
[65] 刘雨辰, 王佳, 陈云霁, 焦帅. 计算机系统模拟器研究综述. 计算机研究与发展[J]. 2015, 52(1): 3-15, http://lib.cqvip.com/Qikan/Article/Detail?id=663477201.
[66] Liu, Daofu, Chen, Tianshi, Liu, Shaoli, Zhou, Jinhong, Zhou, Shengyuan, Teman, Olivier, Feng, Xiaobing, Zhou, Xuehai, Chen, Yunji. PuDianNao: A Polyvalent Machine Learning Accelerator. ACM SIGPLAN NOTICES[J]. 2015, 50(4): 369-381, http://dx.doi.org/10.1145/2694344.2694358.
[67] 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): http://dx.doi.org/10.1145/2668118.
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（1） 计算机体系结构, 清华大学出版社, 2011-06, 第 2 作者
（2） 智能计算系统, AI Computing Systems, 机械工业出版社, 2020-02, 第 1 作者
（3） 智能计算系统实验教程, Experimental Course of AI Computing Systems, 机械工业出版社, 2021-08, 第 3 作者
（4） 智能计算系统, AI Computing Systems, Morgan Kaufmann, 2022-10, 第 1 作者

   

（ 1 ） 易编程的异构并行处理器结构, 负责人, 国家任务, 2015-01--2019-12
（ 2 ） XXX, 负责人, 国家任务, 2017-01--2020-09
（ 3 ） XXX, 负责人, 国家任务, 2017-01--2020-12
（ 4 ） 处理器体系结构, 负责人, 国家任务, 2020-01--2024-12
（ 5 ） 机器学习芯片统一分形体系结构, 负责人, 地方任务, 2019-11--2021-10
（ 6 ） 高能效智能处理器关键技术, 负责人, 中国科学院计划, 2020-01--2021-12

（1）Proceedings of the Twenty-Second International Conference on Architectural Support for Programming Languages and Operating Systems   2017-04-08

已指导学生

罗韬  硕士研究生  430112-计算机技术  

刘道福  博士研究生  081201-计算机系统结构  

杜子东  博士研究生  081201-计算机系统结构  

张士锦  博士研究生  081201-计算机系统结构  

刘雨辰  博士研究生  081201-计算机系统结构  

鲍苗  硕士研究生  081201-计算机系统结构  

莫焕生  硕士研究生  081201-计算机系统结构  

罗韬  博士研究生  081201-计算机系统结构  

兰慧盈  博士研究生  081201-计算机系统结构  

庄毅敏  博士研究生  081201-计算机系统结构  

李尚应  硕士研究生  081201-计算机系统结构  

罗蓉  硕士研究生  085211-计算机技术  

樊哲  博士研究生  081201-计算机系统结构  

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彭少辉  博士研究生  081201-计算机系统结构  

张靖宇  硕士研究生  081201-计算机系统结构  

张莲莲  硕士研究生  085211-计算机技术  

宋新开  博士研究生  081201-计算机系统结构  

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现指导学生

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承书尧  博士研究生  081201-计算机系统结构  

于钟凯  硕士研究生  085404-计算机技术  

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汤兖霖  硕士研究生  085400-电子信息  

肖家睿  硕士研究生  081201-计算机系统结构  

谭懿峻  博士研究生  081200-计算机科学与技术  

韩沛轶  硕士研究生  081200-计算机科学与技术  

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何同辉  硕士研究生  085400-电子信息  

王麒丞  硕士研究生  085400-电子信息  

彭薛葵  硕士研究生  085410-人工智能