基本信息
李玲  女  博导  中国科学院软件研究所
电子邮件: liling@iscas.ac.cn
通信地址: 北京市中关村南四街4号
邮政编码: 100190

研究领域

智能计算

招生信息

   
招生专业
083500-软件工程
081203-计算机应用技术
招生方向
智能计算

教育背景

2004-09--2009-06   中国科学院计算技术研究所   博士
2000-09--2004-06   武汉大学   学士

工作经历

   
工作简历
2017-09~现在, 中国科学院软件研究所, 研究员
2013-08~2017-09,中国科学院自动化研究所, 副研究员
2009-07~2013-08,中国科学院计算技术研究所, 助理研究员

教授课程

编译程序高级教程
智能计算系统

出版信息


发表论文
[1] ICMEnull. 2024, [2] AAAInull. 2024, [3] AAAInull. 2024, [4] Fan Wu, Rui Zhang, Qi Yi, Yunkai Gao, Jiaming Guo, Shaohui Peng, Siming Lan, Husheng Han, Yansong Pan, Kaizhao Yuan, Pengwei Jin, Ruizhi Chen, Yunji Chen, Ling Li. OCEAN-MBRL: Offline Conservative Exploration for Model-Based Offline Reinforcement Learning. AAAI Conference on Artificial Intelligence (AAAI)null. 2024, [5] ICMLnull. 2024, [6] ICMLnull. 2024, [7] NeurIPSnull. 2023, [8] Jun Bi, Qi Guo, Yongwei Zhao, Yuanbo Wen, Yuxuan Guo, Enshuai Zhou, Xing Hu, Zidong Du, Ling Li, Huaping Chen, Tianshi Chen. Heron: Automatically Constrained High-Performance Library Generation for Deep Learning Accelerators. International Conference on Architectural Support for Programming Languages and Operating Systems (ASPLOS)null. 2023, [9] 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.
[10] NeurIPSnull. 2023, [11] NeurIPSnull. 2023, [12] NeurIPSnull. 2023, [13] NeurIPSnull. 2023, [14] IEEE Transactions on Geoscience and Remote Sensingnull. 2023, [15] 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.
[16] 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.
[17] Liu, Chang, Zhang, Xishan, Zhang, Rui, Li, Ling, Zhou, Shiyi, Huang, Di, Li, Zhen, Du, Zidong, Liu, Shaoli, Chen, Tianshi. Rethinking the Importance of Quantization Bias, Toward Full Low-Bit Training. IEEE Transactions on Image Processing[J]. 2022, 31: 7006-7019, http://dx.doi.org/10.1109/TIP.2022.3216776.
[18] 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.
[19] 唐桐, 李玲, 吴逍雨, 陈睿智. TSA-SCC: Text Semantic-Aware Screen Content Coding With Ultra Low Bitrate. IEEE Transactions on Image Processing[J]. 2022, [20] 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.
[21] 武延军, 李玲, 邢明杰. RISC-V技术及生态专题前言. 计算机系统应用[J]. 2021, 30(11): 1-2, http://lib.cqvip.com/Qikan/Article/Detail?id=7106071480.
[22] 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. ISCAnull. 2021, [23] Tang, Tong, Li, Ling. A low delay rate control method for screen content coding (vol 78, pg 28231, 2019). MULTIMEDIA TOOLS AND APPLICATIONSnull. 2020, 79(37-38): 28475-28475, https://www.webofscience.com/wos/woscc/full-record/WOS:000552190000002.
[24] 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.
[25] 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.
[26] 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.
[27] 武延军, 陈海波, 包云岗, 李玲. 系统软件前沿进展专题前言. 软件学报[J]. 2020, 31(10): 2981-2982, http://lib.cqvip.com/Qikan/Article/Detail?id=7103181209.
[28] Chen, Ruizhi, Li, Ling. Analyzing and Accelerating the Bottlenecks of Training Deep SNNs With Backpropagation. NEURAL COMPUTATION[J]. 2020, 32(12): 2507-2550, https://www.webofscience.com/wos/woscc/full-record/WOS:000592167800008.
[29] 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.
[30] 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.
[31] Guo Qi. ParaML: A polyvalent multi-core accelerator for machine learning. IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD). 2019, [32] Tang, Tong, Li, Ling. A low delay rate control method for screen content coding. MULTIMEDIA TOOLS AND APPLICATIONS[J]. 2019, 78(19): 28231-28256, https://www.webofscience.com/wos/woscc/full-record/WOS:000485298000065.
[33] 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.
[34] Tang, Tong, Li, Ling, Li, Jun. Improved hierarchical quantisation parameter setting method for screen content coding in high efficiency video coding. IET IMAGE PROCESSING[J]. 2019, 13(8): 1382-1390, https://www.webofscience.com/wos/woscc/full-record/WOS:000471884600020.
[35] 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.
[36] Tang Tong, Li Ling, Wang Donglin, IEEE. A ROBUST HIERARCHICAL QP SETTING FOR SCREEN CONTENT CODING. 2018 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP)null. 2018, 1777-1781, http://apps.webofknowledge.com/CitedFullRecord.do?product=UA&colName=WOS&SID=5CCFccWmJJRAuMzNPjj&search_mode=CitedFullRecord&isickref=WOS:000446384601193.
[37] Tong, Tang, Ling, Li. Rate control for non-uniform video in HEVC. JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION[J]. 2017, 48(C): 254-267, http://dx.doi.org/10.1016/j.jvcir.2017.06.014.
[38] 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.
[39] 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.
[40] Tang, Tong, Li, Ling. Adaptive deblocking method for low bitrate coded HEVC video. JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION[J]. 2016, 38(C): 721-734, http://dx.doi.org/10.1016/j.jvcir.2016.04.002.
[41] 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, [42] 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.
[43] 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.
[44] 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, [45] Du Zidong, Fasthuber Robert, Chen Tianshi, Ienne Paolo, Li Ling, Luo Tao, Feng Xiaobing, Chen Yunji, Temam Olivier, IEEE. ShiDianNao: Shifting Vision Processing Closer to the Sensor. 2015ACMIEEE42NDANNUALINTERNATIONALSYMPOSIUMONCOMPUTERARCHITECTUREISCAnull. 2015, 92-104, http://dx.doi.org/10.1145/2749469.2750389.
[46] Liu, Shaoli, Chen, Tianshi, Li, Ling, Li, Xi, Zhang, Mingzhe, Wang, Chao, Meng, Haibo, Zhou, Xuehai, Chen, Yunji. FreeRider: Non-Local Adaptive Network-on-Chip Routing with Packet-Carried Propagation of Congestion Information. IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS[J]. 2015, 26(8): 2272-2285, https://www.webofscience.com/wos/woscc/full-record/WOS:000358226400017.
[47] Chen Yunji, Luo Tao, Liu Shaoli, Zhang Shijin, He Liqiang, Wang Jia, Li Ling, Chen Tianshi, Xu Zhiwei, Sun Ninghui, Temam Olivier, IEEE. DaDianNao: A Machine-Learning Supercomputer. 2014 47TH ANNUAL IEEE/ACM INTERNATIONAL SYMPOSIUM ON MICROARCHITECTURE (MICRO)[J]. 2014, 609-622, [48] Chen, Liwei, Cong, Ming, Huang, Jing, Li, Ling, Liu, Hongwei, Qian, Cheng. A novel hardware/software partitioning for SIMD-based real-time AVS video decoder. MULTIMEDIA TOOLS AND APPLICATIONS[J]. 2014, 71(3): 1651-1671, https://www.webofscience.com/wos/woscc/full-record/WOS:000339387000031.
[49] Liu ShaoLi, Li Ling, Chen YunJi, Hu WeiWu. Auxiliary stream for optimizing memory access of video decoders. SCIENCE CHINA-INFORMATION SCIENCES[J]. 2014, 57(1): https://www.webofscience.com/wos/woscc/full-record/WOS:000332596000003.
[50] 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.
[51] Chen, Yunji, Chen, Tianshi, Li, Ling, Li, Lei, Yang, Liang, Su, Menghao, Hu, Weiwu. LDet: Determinizing Asynchronous Transfer for Postsilicon Debugging. IEEE TRANSACTIONS ON COMPUTERS[J]. 2013, 62(9): 1732-1744, https://www.webofscience.com/wos/woscc/full-record/WOS:000322453200005.
[52] Li, Ling, Liu, Shaoli, Chen, Yunji, Chen, Tianshi, Luo, Tao. Motion Estimation Without Integer-Pel Search. IEEE TRANSACTIONS ON IMAGE PROCESSING[J]. 2013, 22(4): 1340-1353, http://dx.doi.org/10.1109/TIP.2012.2228495.
[53] Chen, Yunji, Chen, Tianshi, Li, Ling, Wu, Ruiyang, Liu, Daofu, Hu, Weiwu. Deterministic Replay Using Global Clock. ACM TRANSACTIONS ON ARCHITECTURE AND CODE OPTIMIZATION[J]. 2013, 10(1): https://www.webofscience.com/wos/woscc/full-record/WOS:000317426900001.
[54] Guo, Qi, Chen, Tianshi, Chen, Yunji, Li, Ling, Hu, Weiwu. Microarchitectural design space exploration made fast. MICROPROCESSORS AND MICROSYSTEMS[J]. 2013, 37(1): 41-51, http://dx.doi.org/10.1016/j.micpro.2012.07.006.
[55] Liwei Chen, Ming Cong, Jing Huang, Li Ling, Hongwei Liu, Cheng Qian. A Novel HW/SW Partitioning with SIMD Instructions for AVS Video Decoder. NAS[J]. 2012, [56] Liu Daofu, Guo Qi, Chen Tianshi, Li Ling, Chen Yunji, IEEE, Min G, Lefevre L, Hu J, Liu L, Yang LT, Seelam S. Performance Prediction for Reconfigurable Processor. 2012 IEEE 14TH INTERNATIONAL CONFERENCE ON HIGH PERFORMANCE COMPUTING AND COMMUNICATIONS & 2012 IEEE 9TH INTERNATIONAL CONFERENCE ON EMBEDDED SOFTWARE AND SYSTEMS (HPCC-ICESS)null. 2012, 1352-1359, [57] Chen, Yunji, Li, Lei, Chen, Tianshi, Li, Ling, Wang, Lei, Feng, Xiaoxue, Hu, Weiwu. Program Regularization in Memory Consistency Verification. IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS[J]. 2012, 23(11): 2163-2174, https://www.webofscience.com/wos/woscc/full-record/WOS:000308998100015.
[58] Li Ling. Brief Announcement: Program Regularization in Verifying Memory Consistency. SPAA. 2011, [59] Li, Ling, Chen, YunJi, Liu, DaoFu, Qian, Cheng, Hu, WeiWu. An FFT Performance Model for Optimizing General-Purpose Processor Architecture. JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY[J]. 2011, 26(5): 875-889, http://lib.cqvip.com/Qikan/Article/Detail?id=39210516.
[60] Li Ling. An Application Specific Instruction Set Processor Optimized for FFT. MWSCAS. 2011, [61] Liu Shaoli. Video Encoding without Integer-Pel Motion Estimation. Data Compression Conference (DCC). 2011, [62] Li, Ling, Wang, ZhenSong. Compression Quality Prediction Model for JPEG2000. IEEE TRANSACTIONS ON IMAGE PROCESSING[J]. 2010, 19(2): 384-398, http://www.corc.org.cn/handle/1471x/2410200.
[63] Li Ling, Wang Zhensong, IEEE. A QUALITY PREDICTION MODEL FOR JPEG2000-BASED COLOR IMAGES. 2009 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOLS 1- 8, PROCEEDINGSnull. 2009, 1013-1016, [64] Li, L, Guo, M, Wang, Z S. Adaptive rate control for Motion JPEG2000. IET IMAGE PROCESSING[J]. 2009, 3(2): 75-87, http://www.corc.org.cn/handle/1471x/2394828.
[65] Li Ling. A Digital Cinema Playback System Compliant with the DCI Specification. PCS. 2009, 
发表著作
(1) 智能计算系统, 机械工业出版社, 2020-04, 第 2 作者
(2) 智能计算系统实验教程, 机械工业出版社, 2021-09, 第 1 作者
(3) Al Computing Systems: An Application Driven Perspective, MK, 2022-10, 第 2 作者

科研活动

   
科研项目
( 1 ) 深度神经网络处理器编程方法, 负责人, 国家任务, 2018-05--2023-04
( 2 ) 基于忆阻器的大规模神经网络的类脑计算架构研究子课题, 负责人, 国家任务, 2018-01--2022-12
( 3 ) 超高清视频处理加速器研究, 负责人, 国家任务, 2017-01--2020-12
( 4 ) xxx智能操作系统测试, 负责人, 国家任务, 2019-01--2019-11
( 5 ) RISC-V原生操作系统关键技术, 负责人, 中国科学院计划, 2020-01--2021-12
( 6 ) xxxx任务, 负责人, 国家任务, 2022-01--2024-12

指导学生

现指导学生

吴逍雨  博士研究生  083500-软件工程  

吴凡  博士研究生  083500-软件工程  

李昊宸  博士研究生  083500-软件工程  

程丽敏  博士研究生  083500-软件工程  

林磊  硕士研究生  085405-软件工程  

杨志浩  博士研究生  083500-软件工程  

李萌  硕士研究生  085405-软件工程  

李维佳  硕士研究生  085405-软件工程  

朱自然  硕士研究生  085405-软件工程  

李林海  硕士研究生  085405-软件工程  

李文毅  博士研究生  083500-软件工程  

况首旭  硕士研究生  083500-软件工程  

王歆妤  硕士研究生  085400-电子信息  

张续志  硕士研究生  085400-电子信息