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

简介

中国科学院软件研究所研究员、博导,国家级领军人才,CCF杰出会员,IEEE Senior Member。研究方向为智能计算、大模型。在相关领域出版中文书籍3本、英文书籍1本,发表40余篇CCF A类期刊和会议论文。主持过多项国家自然科学基金项目、国家重点研发计划课题、中科院先导C类专项课题等。曾获CCF A类会议MICRO最佳论文奖、中科院杰出科技成就奖等


招生信息

   
招生专业
083500-软件工程
招生方向
智能计算
大模型

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

智能计算系统
编译程序高级教程
课程网站

《智能计算系统》课程网站: http://novel.ict.ac.cn/aics/

出版信息


发表论文
(1) Efficient and Fast High-Performance Library Generation for Deep Learning Accelerators, IEEE TRANSACTIONS ON COMPUTERS, 2025, 第 9 作者
(2) QiMeng-GEMM: Automatically Generating High-Performance Matrix Multiplication Code by Exploiting Large Language Models, AAAI Conference on Artificial Intelligence (AAAI), 2025, 第 6 作者  通讯作者
(3) AutoOS: Make Your OS More Powerful by Exploiting Large Language Models, ICML, 2024, 第 7 作者  通讯作者
(4) DA-Ada: Learning Domain-Aware Adapter for Domain Adaptive Object Detection, arxiv, 2024, 第 10 作者  通讯作者
(5) Noise Dimension of GAN: An Image Compression Perspective, arxiv, 2024, 第 3 作者  通讯作者
(6) Self-driven Grounding: Large Language Model Agents with Automatical Language-aligned Skill Learning, arxiv, 2024, 第 12 作者  通讯作者
(7) Prompt-based Visual Alignment for Zero-shot Policy Transfer, ICML 2024, 2024, 第 14 作者
(8) REACT: Remainder Adaptive Compensation for Domain Adaptive Object Detection, IEEE TRANSACTIONS ON IMAGE PROCESSING, 2024, 第 7 作者  通讯作者
(9) Hypothesis, Verification, and Induction: Grounding Large Language Models with Self-Driven Skill Learning, AAAI-24, 2024, 第 12 作者  通讯作者
(10) OCEAN-MBRL: Offline Conservative Exploration for Model-Based Offline Reinforcement Learning, AAAI Conference on Artificial Intelligence (AAAI), 2024, 第 14 作者  通讯作者
(11) Using Context and Hierarchy Features to Enhance Code Completion in Code Modification Scenarios, International Conference on Software Engineering and Knowledge Engineering, 2024, 第 3 作者
(12) Local-global Cross Fusion Network with Gaussian-initialized Learnable Positional Prompting for Hyperspectral Image Classification, IEEE Transactions on Geoscience and Remote Sensing, 2023, 第 3 作者
(13) Learning Domain-Aware Detection Head with Prompt Tuning, NeurIPS, 2023, 第 7 作者  通讯作者
(14) Efficient Symbolic Policy Learning with Differentiable Symbolic Expression, ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 36 (NEURIPS 2023), 2023, 第 9 作者
(15) Decompose a Task into Generalizable Subtasks in Multi-Agent Reinforcement Learning, ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 36 (NEURIPS 2023), 2023, 第 4 作者
(16) Contrastive Modules with Temporal Attention for Multi-Task Reinforcement Learning, ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 36 (NEURIPS 2023), 2023, 第 12 作者
(17) Context Shift Reduction for Offline Meta-Reinforcement Learning, ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 36 (NEURIPS 2023), 2023, 第 12 作者
(18) Heron: Automatically Constrained High-Performance Library Generation for Deep Learning Accelerators, International Conference on Architectural Support for Programming Languages and Operating Systems (ASPLOS), 2023, 第 9 作者
(19) Conceptual Reinforcement Learning for Language-Conditioned Tasks, AAAI Conference on Artificial Intelligence (AAAI), 2023, 第 8 作者
(20) BabelTower: Learning to Auto-parallelized Program Translation, Proceedings of the 39 th International Conference on Machine Learning, 2022, 第 10 作者
(21) Causality-driven Hierarchical Structure Discovery for Reinforcement Learning, NeurIPS 2022, 2022, 第 10 作者
(22) Rethinking the Importance of Quantization Bias, Toward Full Low-Bit Training, IEEE Transactions on Image Processing, 2022, 第 4 作者  通讯作者
(23) Breaking the interaction wall: A DLPU-centric deep learning computing system, IEEE Transactions on Computers, 2022, 第 5 作者
(24) TSA-SCC: Text Semantic-Aware Screen Content Coding With Ultra Low Bitrate, IEEE Transactions on Image Processing, 2022, 第 2 作者  通讯作者
(25) A Decomposable Winograd Method for N-D Convolution Acceleration in Video Analysis, INTERNATIONAL JOURNAL OF COMPUTER VISION, 2021, 第 8 作者
(26) RISC-V技术及生态专题前言, Preface of Special Topic on RISC-V Technology, 计算机系统应用, 2021, 第 2 作者
(27) Cambricon-Q: A Hybrid Architecture for Efficient Training, ISCA, 2021, 第 11 作者
(28) A low delay rate control method for screen content coding (vol 78, pg 28231, 2019), MULTIMEDIA TOOLS AND APPLICATIONS, 2020, 第 2 作者
(29) Addressing Irregularity in Sparse Neural Networks Through a Cooperative Software/Hardware Approach, IEEE TRANSACTIONS ON COMPUTERS, 2020, 第 11 作者
(30) ParaML: A Polyvalent Multicore Accelerator for Machine Learning, IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2020, 第 6 作者
(31) Machine Learning Computers With Fractal von Neumann Architecture, IEEE TRANSACTIONS ON COMPUTERS, 2020, 第 5 作者
(32) 系统软件前沿进展专题前言, 软件学报, 2020, 第 4 作者
(33) Analyzing and Accelerating the Bottlenecks of Training Deep SNNs With Backpropagation, NEURAL COMPUTATION, 2020, 第 2 作者
(34) Cambricon-F: Machine Learning Computers with Fractal von Neumann Architecture, PROCEEDINGS OF THE 2019 46TH INTERNATIONAL SYMPOSIUM ON COMPUTER ARCHITECTURE (ISCA '19), 2019, 第 5 作者
(35) An Instruction Set Architecture for Machine Learning, ACM TRANSACTIONS ON COMPUTER SYSTEMS, 2019, 第 9 作者
(36) ParaML: A polyvalent multi-core accelerator for machine learning, IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD), 2019, 
(37) A low delay rate control method for screen content coding, MULTIMEDIA TOOLS AND APPLICATIONS, 2019, 第 2 作者
(38) Addressing Sparsity in Deep Neural Networks, IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2019, 第 7 作者
(39) Improved hierarchical quantisation parameter setting method for screen content coding in high efficiency video coding, IET IMAGE PROCESSING, 2019, 第 2 作者  通讯作者
(40) Cambricon-S: Addressing Irregularity in Sparse Neural Networks through A Cooperative Software/Hardware Approach, 2018 51ST ANNUAL IEEE/ACM INTERNATIONAL SYMPOSIUM ON MICROARCHITECTURE (MICRO), 2018, 第 8 作者
(41) A ROBUST HIERARCHICAL QP SETTING FOR SCREEN CONTENT CODING, 2018 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), 2018, 第 2 作者
(42) Rate control for non-uniform video in HEVC, JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION, 2017, 第 2 作者  通讯作者
(43) An Accelerator for High Efficient Vision Processing, IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2017, 第 6 作者
(44) DaDianNao: A Neural Network Supercomputer, IEEE TRANSACTIONS ON COMPUTERS, 2017, 第 3 作者
(45) Adaptive deblocking method for low bitrate coded HEVC video, JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION, 2016, 第 2 作者  通讯作者
(46) Cambricon-X: An Accelerator for Sparse Neural Networks, 2016 49TH ANNUAL IEEE/ACM INTERNATIONAL SYMPOSIUM ON MICROARCHITECTURE (MICRO), 2016, 第 6 作者
(47) IMR: High-Performance Low-Cost Multi-Ring NoCs, IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2016, 第 3 作者
(48) Deterministic Replay: A Survey, ACM COMPUTING SURVEYS, 2015, 第 4 作者
(49) Robust Architectural Design Space Modeling, ACM Transactions on Design Automation of Electronic Systems, 2015, 第 5 作者
(50) ShiDianNao: Shifting Vision Processing Closer to the Sensor, 2015 ACM/IEEE 42ND ANNUAL INTERNATIONAL SYMPOSIUM ON COMPUTER ARCHITECTURE (ISCA), 2015, 第 5 作者
(51) FreeRider: Non-Local Adaptive Network-on-Chip Routing with Packet-Carried Propagation of Congestion Information, IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2015, 第 3 作者
(52) DaDianNao: A Machine-Learning Supercomputer, 2014 47TH ANNUAL IEEE/ACM INTERNATIONAL SYMPOSIUM ON MICROARCHITECTURE (MICRO), 2014, 第 7 作者
(53) A novel hardware/software partitioning for SIMD-based real-time AVS video decoder, MULTIMEDIA TOOLS AND APPLICATIONS, 2014, 第 4 作者
(54) Auxiliary stream for optimizing memory access of video decoders, SCIENCE CHINA Information Sciences, 2014, 第 2 作者
(55) Effective and Efficient Microprocessor Design Space Exploration Using Unlabeled Design Configurations, ACM TRANSACTIONS ON INTELLIGENT SYSTEMS AND TECHNOLOGY, 2013, 第 5 作者
(56) LDet: Determinizing Asynchronous Transfer for Postsilicon Debugging, IEEE TRANSACTIONS ON COMPUTERS, 2013, 第 3 作者
(57) Motion Estimation Without Integer-Pel Search, IEEE TRANSACTIONS ON IMAGE PROCESSING, 2013, 第 1 作者  通讯作者
(58) Deterministic Replay Using Global Clock, ACM TRANSACTIONS ON ARCHITECTURE AND CODE OPTIMIZATION, 2013, 第 3 作者
(59) Microarchitectural design space exploration made fast, MICROPROCESSORS AND MICROSYSTEMS, 2013, 第 4 作者
(60) A Novel HW/SW Partitioning with SIMD Instructions for AVS Video Decoder, NAS, 2012, 第 4 作者
(61) 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), 2012, 第 4 作者
(62) Program Regularization in Memory Consistency Verification, IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2012, 第 4 作者
(63) Brief Announcement: Program Regularization in Verifying Memory Consistency, SPAA, 2011, 第 1 作者
(64) An FFT Performance Model for Optimizing General-Purpose Processor Architecture, JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY, 2011, 第 1 作者  通讯作者
(65) An Application Specific Instruction Set Processor Optimized for FFT, MWSCAS, 2011, 第 1 作者
(66) Video Encoding without Integer-Pel Motion Estimation, Data Compression Conference (DCC), 2011, 
(67) Compression quality prediction model for jpeg2000, IEEE TRANSACTIONS ON IMAGE PROCESSING, 2010, 第 1 作者  通讯作者
(68) A QUALITY PREDICTION MODEL FOR JPEG2000-BASED COLOR IMAGES, ICASSP, 2009, 第 1 作者  通讯作者
(69) Adaptive rate control for Motion JPEG2000, IET IMAGE PROCESSING, 2009, 第 1 作者  通讯作者
(70) A Digital Cinema Playback System Compliant with the DCI Specification, PCS, 2009, 第 1 作者
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
(4) 智能计算系统(第2版)——从深度学习到大模型, 机械工业出版社, 2024-07, 第 2 作者

科研活动

   
科研项目
( 1 ) RRAM多元编码融合存算一体张量处理芯片, 负责人, 国家任务, 2024-01--2027-12
( 2 ) 超级软件工厂, 负责人, 研究所自主部署, 2024-01--2025-12
( 3 ) xxxx任务, 负责人, 国家任务, 2022-01--2024-12
( 4 ) 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
( 5 ) xxx智能操作系统测试, 负责人, 国家任务, 2019-01--2019-11
( 6 ) 深度神经网络处理器编程方法, 负责人, 国家任务, 2018-05--2023-04
( 7 ) 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
( 8 ) 超高清视频处理加速器研究, 负责人, 国家任务, 2017-01--2020-12