李鹤，教授，博导，九游会体育电路与系统系主任兼院务助理，异构智能与量子计算实验室负责人，入选国家高层次青年人才计划、中国科协青年人才托举工程、江苏省SC博士。英国帝国理工学院博士，英国剑桥大学量子信息处理方向博士后研究员（师从英国皇家工程院院士，剑桥大学原副校长）和剑桥大学教学讲师。主持国家、江苏省自然科学基金、国家电网科学技术项目和省基础科学中心项目子课题等。中国电子学会全国高校电子信息学科建设委员会专项工作组秘书、中国计算机学会容错计算专委教育工作组副组长、集成电路设计专委和量子计算专委执委。在FPGA开发和系统优化、量子计算电路、量子通信系统等领域发表包括IEEE TC、TCAD、MICRO、DAC、OFC论文50余篇，获得2024 ACM MLCAD最佳论文奖提名、2017 IEEE FPT 最佳论文展示奖，CCF 杰出演讲者 (2023)。担任FPGA、集成电路EDA、量子计算领域国际旗舰会议TPC委员，如DAC、ICCAD、DATE、FCCM、FPL、FPT、Quantum Week等，IEEE FPT 宣传主席，CCF芯片大会赞助主席，IEEE/ACM FCCM、ASPDAC、GLSVLSI、ASAP、SOCC等分会议主席；电子与信息学报、《Electronics》期刊专题副主编。近2年，指导九游会体育本科生获全国大学生FPGA创新设计竞赛国家一等奖3项和最佳创意奖，全国大学生嵌入式芯片与系统设计竞赛应用赛道国家一等奖2项和最佳工程奖、CCF司南杯量子计算编程挑战赛国家一等奖，组织九游会体育FPGA国际暑期学校。常年招收集成电路设计 (FPGA、EDA)、量子计算 (算法、芯片架构、EDA) 、集成芯片（芯粒）设计及上述在AI、科学计算及医工结合领域的前沿交叉应用研究方向博士后、博士、硕士。

2016.10-2020.07，帝国理工学院，电气与电子工程，博士（导师：Prof. George Constantinides，帝国理工工学部副部长） 

2013.09-2016.01，天津大学，微电子学与固体电子学，硕士（导师：刘强教授，天津大学微九游会体育副院长）

2009.09-2013.07，扬州大学，物理学，本科

2023-至今,  九游会体育 九游会体育  青年首席教授（国家级青年人才） 

2022-2023,  九游会体育 九游会体育  副研究员 

2021-2022，剑桥大学  教学讲师 

2019-2022，剑桥大学  博士后研究员 （导师：Prof. Richard Penty，英国皇家工程院院士）

2016-2019，帝国理工学院 教学助理 （合作教授：Prof. Peter Cheung，Prof.Christos Bouganis，Dr. John Wickerson） 

本科课程：

大二《劳动教育与实践》

大三《电子系统设计（研讨）》

大四《FPGA高层级编程HLS》

国际暑期学校：九游会体育-AMD FPGA国际暑期学校

研究生课程：《高级FPGA系统设计》

一、任职情况 

1. 秘书长：全国大学生嵌入式芯片与系统设计竞赛FPGA创新设计赛道

2. 秘书：中国电子学会全国高校电子信息学科建设委员会专项工作组 

3. 教育工作组副组长：中国计算机学会CCF容错计算专委 

4. 执委：中国计算机学会CCF集成电路设计专委、量子计算专委、容错计算专委 

二、国际学术会议组委会任职 

1. PhD Forum主席：2023 IEEE亚洲硬件安全与信任研讨会（AsiaHOST） 

2. 宣传主席：2020-2022 IEEE现场可编辑技术（FPT） 

3. 分会议主席：IEEE/ACM FCCM、ASPDAC、FPT、ASAP、GLSVLSI、SOCC等 

4. 最佳论文评审委员会：2021 IEEE FCCM 

三、国际顶级会议技术程序委员会（TPC）委员 

1. 集成电路设计EDA：DAC, ICCAD, ASPDAC 

2. 可编程芯片FPGA领域：FCCM, FPL, FPT 

3. 量子计算：Quantum Week 

四、国内学术会议任职 

1. 赞助主席：2024 中国计算机学会芯片大会（CCF Chip） 

2. 论坛主席：2023 第二届CCF量子计算大会暨中国量子计算产业峰会 

3. 论坛主席：2023 第二十届CCF容错计算学术会议 

4. 宣传主席：2022 第六届硬件安全论坛 

5. 委员：2023 中国密码学会密码芯片学术会议 

五、其他任职 

曾任天津大学英国校友会(筹)秘书长

代表性国际期刊论文：

1. Z. Que, M. Zhang, H. Fan, He Li, C. Guo, and Wayne Luk, Low Latency Variational Autoencoder on FPGAs, IEEE Journal on Emerging and Selected Topics in Circuits and Systems, 2024

2. Z. Que, H. Fan, M. Loo, He Li, M. Blott, M. Pierini, A. Tapper, Wayne Luk, LL-GNN: Low Latency Graph Neural Networks on FPGAs for High Energy Physics, ACM Transactions on Embedded Computing Systems, 2023

3. He Li, H. Fan, J. Liang, Design Space Exploration for Efficient Most-significant Digit-first Arithmetic for Quantum Computing, IEEE Transactions on Computers, 2023

4. He Li, Y. Tang, Z. Que, J. Zhang, FPGA Accelerated Post Quantum Cryptography, IEEE Transactions on Nanotechnology, 2022. 

5. M. Zhang, He Li, Qiang Liu, Deep Exploration on Fault Model of Electromagnetic Pulse Attack, IEEE Transactions on Nanotechnology, 2022 

6. Y. Pang, H. Wang, He Li*. Medical Imaging Biomarker Discovery and Integration Towards AI-based Personalized Radiotherapy, Frontiers in Oncology, 2021 

7. He Li, Y. Pang. FPGA Accelerated Quantum Computing Emulation, IEEE MICRO, 2021 

8. He Li, R. Shi, A. Abdelhadi, J. Zhang*, Q. Liu*, Adversarial Hardware with Functional and Topological Camouflage, IEEE Transactions on Circuits and Systems II – Express Briefs, 2021 (Invited paper) 

9. He Li*, I. Maclnerney, J. Davis, G. Constantinides. Digit Stability Inference for Iterative Methods using Online Arithmetic.IEEE Transactions on Computers, 2020 

10. He Li*, J. Davis, J. Wickerson, G. Constantinides.ARCHITECT: Arbitrary-precision Hardware with Digit Elision for Efficient Iterative Compute.IEEE Transactions on Very Large-Scale Integration (VLSI) Systems, 2019 

11. He Li, Q. Liu*, F. Chen.Signal Word-Level Statistical Properties-based Activation Approach for Hardware Trojan Detection in DSP Circuits. IET Computers & Digital Techniques 12.6 (2018) 258-267 

12. He Li, Q. Liu, J. Zhang*.A Survey of Hardware Trojan Threat and Defense. Integration, the VLSI journal, 55 (2016) 426-437. 

13. Z. Que, H. Nakahara, H. Fan, He Li, J. Meng, K. H. Tsoi, X. Niu, E. Nurvitadhi, Wayne Luk, Remarn: A Reconfigurable Multi-threaded Multi-core Accelerator for Recurrent Neural Networks, ACM Transactions on Reconfigurable Technology and Systems (TRETS), 2021 (Invited paper) 

14. W. Mao, K. Li, Q. Cheng, L. Dai, B. Li, X. Xie, He Li, H. Yu, A Reconfigurable Floating-Point Multiple-Precision Processing Element for HPC and AI Converged Computing, IEEE Transactions on Very Large Scale Integration (VLSI) Systems, 2021. 

15. H. Ma, J. He, Y. Liu, J. Kuai, He Li, Leibo Liu, and Yiqiang Zhao. On-Chip Trust Evaluation Utilizing TDC-Based Parameter-Adjustable Security Primitive. IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems 2020. 

16. X. Liu, Y. Lin, He Li, J. Zhang, A Novel Method for Malware Detection on ML-based Visualization Technique, Computer & Security, 2019. 

17. Y. Guo, F. Ling, He Li, ..., Jianquan Yao.Super-resolution reconstruction for terahertz imaging based on sub-pixel gradient field transform, Applied Optics, 2019.

代表性国际会议论文：

1. R. Fan, ..., He Li, An Efficient ML-based Hardware Trojan Localization Framework for RTL Security Analysis, ACM MLCAD 2024

2. He Li*, A Quantum-Classical Codesign Framework for Security Enhanced Quantum Networks, IEEE Information Communication Technologies Conference (ICTC), 2024. 

3. Y. Zhu, R. Yang, Y. Gu, F. Gu, L. Kong, He Li*, Towards Fault-tolerant Design of Quaternary Quantum Arithmetic, IEEE International Test Conference in Asia (ITC-Asia), 2024.

4. C. Song, ..., He Li*, MSDF-SGD: Most-significant Digit-first Stochastic Gradient Descent for Arbitrary-precision Training, IEEE FPL, Gothenburg, Sweden, 2023. 

5. Yilun Zhao, Yu Chen, He Li, Ying Wang, Kaiyan Chang, Bingmeng Wang, Bing Li, Yinhe Han. Full State Quantum Circuit Simulation Beyond Memory Limit. 2023 IEEE/ACM International Conference on Computer-Aided Design (ICCAD).

6. S. Bian, He Li, C. Wang, C. Song, Y. Tang, MSBF-LSTM: Most-significant Bit-first LSTM Accelerators with Energy Efficiency Optimisations, IEEE International Symposium on Field-Programmable Custom Computing Machines (FCCM), 2023 (Poster)

7. A. Weerasinghe, M. Alhussein,He Li, A. Wonfor, R. Penty, Slice Optimization for High-speed Gaussian Coherent State Continuous Variable Quantum Key Distribution, CLEO, 2023.

8. Amanda Weerasinghe, Muataz Alhussein, He Li, Adrain Wonfor, Richard Penty, Practical high-speed Gaussian coherent state continuous variable quantum key distribution with real-time parameter monitoring and post-processed key distillation, Optical Networking and Communication Conference and Exposition (OFC), 2023. 

9. Amanda Weerasinghe, Muataz Alhussein, He Li, Adrain Wonfor, Richard Penty, Experimental demonstration of Gaussian coherent state continuous variable quantum key distribution with real-time parameter monitoring and key distillation, International society for optics and photonics conference (SPIE), 2022. 

10. Amanda Weerasinghe, Muataz Alhussein, He Li, Adrain Wonfor, Richard Penty, Experimental demonstration of practical high-speed Gaussian coherent state continuous variable quantum key distribution with real-time parameter monitoring and key distillation, International conference on quantum cryptography (QCrypt), 2022.

11. S. Bian, He Li, F. Yu, J. Liu, C. Song, Y. Tang, FAPN: Face Alignment Propagation Network for Face Video Super-Resolution, Asian Conference on Computer Vision (ACCV), 2022 

12. He Li, Adrain Wonfor, Richard Penty, Quantum Key Distribution Post Processing: A Heterogeneous Computing Perspective, IEEE International System-on-Chip Conference (SOCC), 2022. (Invited paper) 

13. Y. Gong, A. Jin, He Li, A. Wonfor, R. Penty, Security analysis of continuous-variable quantum key distribution using m-PSK classical modulation schemes, Quantum Information and Measurement, Optical Society of America 2021. 

14. He Li, H. Fan,J. Jiang. Quantum Most-Significant Digit-First Addition, IEEE International Green and Sustainable Computing Conference (IGSC), 2021 (Invited paper) 

15. F. Yu, He Li*, S. Bian, Y. Tang. An Efficient Network Design for Face Video Super-resolution, ICCV Workshop, 2021.

16. Abdelhadi, He Li*, Enabling Mixed-Timing NoCs for FPGAs: Reconfigurable Synthesizable Synchronization FIFOs, IEEE International Conference on Field-Programmable Logic and Applications (FPL), 2021. 

17. He Li, R. Shi, A. Abdelhadi, J. Zhang, Q. Liu, Adversarial Hardware with Functional and Topological Camouflage, IEEE International Symposium on Circuits and Systems (ISCAS), 2021. 

18. He Li, Y. Pang, J. Zhang. MSD-first Arithmetic Based Security Enhancement for Approximate Computing, ACM Great Lakes Symposium on VLSI, 2021 (Invited paper) 

19. R. Shi, Y. Ding, X. Wei, He Li*, Hang Liu, Hayden So*, C. Ding,FTDL: A Tailored FPGA-Overlay for Deep Learning with High Scalability, ACM/IEEE Design Automation Conference (DAC), 2020. 

20. He Li, J. Davis, G. Constantinides. Digit Elision for ARCHITECT - Arbitrary-precision Constant-hardware Iterative Compute, the Royal Society Meeting on Numerical Algorithms for High-performance Computational Science, 2019. (Poster) 

21. He Li, J. Davis, G. Constantinides. Digit Elision for Arbitrary-accuracy Iterative Computation, in IEEE Symposium on Computer Arithmetic (ARITH), 2018. 

22. He Li, J. Davis, J. Wickerson, G. Constantinides. ARCHITECT: Arbitrary-precision Constant-hardware Iterative Compute, in IEEE International Conference on Field-Programmable Technology (FPT), 2017. (Best Paper Presentation Award) 

23. He Li, Q. Liu, J. Zhang. A Survey of Hardware Trojan Detection, Diagnosis and Prevention in International Conference on CAD/Graphics, 2015. 

24. He Li and Q. Liu, Hardware Trojan detection acceleration based on word-level statistical properties management, IEEE International Conference on Field-Programmable Technology (FPT), 2014. 

25. H. Fan, M. Ferianc, Z. Que, He Li, S. Liu, X. Niu, Wayne Luk, Algorithm and Hardware Co-design for Reconfigurable CNN Accelerator, ACM/IEEE ASP-DAC, 2021 

26. C. Guo, X. Yan, Y. Chen, He Li, X. Yin, C Zhuo. Joint Sparsity with Mixed Granularity for Efficient GPU Implementation, IEEE Design, Automation and Test in Europe Conference (DATE), 2021 

27. W. Mao, K. Li, X. Xin, S. Zhao, He Li, H. Yu, A Reconfigurable Multiple-Precision Floating-point MAC for High-Performance Computing, IEEE Design, Automation and Test in Europe Conference (DATE), 2021 

28. Y. Cao, C. Wang, C. Song, Y. Tang, He Li*, Real-time Super Resolution System of 4K-video Based on Deep Learning, IEEE International Conference on Application-specific Systems, Architectures and Processors (ASAP), 2021. (Invited paper) 

29. X. Liu, J. Zhang, Y. Lin, He Li, ATMPA: attacking machine learning-based malware visualization detection methods via adversarial examples, IEEE/ACM International Symposium on Quality of Service (IWQoS) 2019.

2024，ACM/IEEE International Symposium on Machine Learning for CAD (MLCAD) 最佳论文奖提名

2024，指导九游会体育和吴健雄学院本科生获全国嵌入式芯片与系统设计竞赛应用赛道国家一等奖2项和最佳工程奖（全国仅2项）

2023，国家级高层次青年人才

2023，江苏省SC博士

2023，九游会体育ZJ青年学者

2023，中国计算机学会 CCF 杰出演讲者（Distinguished Speaker Program）

2023，全国嵌入式芯片与系统设计竞赛优秀组织奖

2023，指导九游会体育本科生获全国嵌入式芯片与系统设计竞赛-FPGA创新设计竞赛全国一等奖和最佳创意奖(全国仅3项)

2023，指导九游会体育本科生获第二届司南杯量子计算编程挑战赛全国一等奖

2022，中国科协青年人才托举工程（青托） 

2021，IBM Quantum Excellence Certificate 

2021，剑桥大学最受欢迎教学奖提名 

2021，帝国理工电子与电气工程学院最佳博士论文奖提名 

2020，IEEE电路与系统学会The “Most Liked” in Best Picture and Caption Contest 2019，帝国理工学院最佳研究生教学助理 （排名第二） 

2017，最佳论文展示奖IEEE international conference on Field Programmable Technology 

2017，博士生研习奖IEEE Symposium on Computer Arithmetic 

2016，帝国理工全额博士奖学金

2012，江苏省优秀学生干部

常年招收集成电路设计（FPGA、EDA）、量子计算（算法、芯片架构、EDA）、集成芯片（芯粒）设计及上述在AI、科学计算及医工结合领域的前沿交叉应用研究方向博士后、博士、硕士、访问学生和研究实习生，可提供有竞争力的科研条件和薪资。欢迎勇于创新、拼搏进取的研究生加入团队。积极为课题组同学提供国内外一流大学或科研机构升学、访问和交流机会，资助学生参与国内外顶级学术会议次数不限。

2025 UCL HUBIN-SEU HIQC联合博士招生： 

UCL是英国的顶尖大学之一，世界排名前10（QS世界排名第9, US News世界排名第7）。同时UCL综合研究能力名列全英第2 (REF2021)，其医疗技术学科名列全欧第1。2025年，英国伦敦大学学院智能神经工程实验室同HIQC课题组联合招聘博士生1-2名，研究方向“医学成像和健康监测的AI智能硬件”，欢迎同学们咨询联系。

课题组长期同英国（剑桥大学、帝国理工学院、伦敦大学学院、南安普敦、布里斯托、贝尔法斯特女王大学等），欧盟（苏黎世联邦理工、法国国家科学研究中心等），新加坡（国立、南洋理工）、美国（UCLA、康奈尔、马里兰、东北大学等），加拿大（多伦多、麦克马斯特大学等），香港（港大、港科、港中文、港城市等）以及多个国家双一流高校保持长期且密切合作。

2025，Linye Wei（本科生）直博生保送至北京大学集成电路学院 

2025，Hengyi Zhu（本科生）直博生保送至清华大学集成电路学院 

2025，Fangtian Gu（本科生）直博生保送至九游会体育（HIQC课题组） 

2025，Ruixuan Yang（本科生）直博生保送至复旦大学计算机学院 

2025，Miao Yu（本科生）保研至九游会体育集成电路学院 

2024，He Wang（本科生）硕士就读美国密西根大学 

2024，Yanwu Liu（本科生）直博就读复旦大学集成芯片与系统全国重点实验室 

2024，Chifeng Song（本科生）硕士保研于九游会体育（HIQC课题组） 

2023，Jiawei Liang（访问硕士生）博士全奖入学香港科技大学（HKUST）电子与计算机工程学院