李宁
系所:智能信息网络研究所
职称:教授
职务:
办公地点:
办公电话:15890630793
电子邮箱:ningli_polyuhk@outlook.com
2007年至2011年,郑州大学,生命科学学院,学士
2011年至2014年,郑州大学,信息工程学院,硕士
2014年至2018年,西班牙马德里理工大学,计算机学院,博士
工作履历
2019年至2021年,哈尔滨工业大学(威海),计算机科学与技术学院,讲师
2021年至2025年,哈尔滨工业大学(威海),计算机科学与技术学院,副教授/硕导
2023.03-2025.03,香港理工大学,博士后,合作导师:郭嵩(欧洲科学院院士、加拿大工程院院士、IEEE Fellow)
2026年至2026年,哈尔滨工业大学(威海),计算机科学与技术学院,特聘教授/博导
2026年至今,北京科技大学,人工智能学院,教授
研究方向
边缘计算、边缘智能、端侧大模型、物理AI
学术与社会兼职
 山东省优秀青年创新团队带头人
 哈尔滨工业大学(威海)青年拔尖人才
 欧盟“地平线欧洲”玛丽居里学者项目
 贵州大数据国家工程研究中心特聘专家
 “方滨兴院士班”辅导老师
 Electronics 客座主编;IEEE MASS 2026 Workshop 主席;IEEE ICNC symposium Co-Chair 2026;IEEE ISPA/ICPADS/AITS TPC 成员;ACM Computing Surveys、IEEE TMC、TCOM、TVT、TITS 等期刊审稿人
主讲课程
 本科生《算法设计与分析》 (2020, 2021, 2022, 2023, 2024, 2025)
 本科生《网络测量与分析》 (2021, 2022)
 本科生《边缘计算》 (2024)
 本科生《边缘智能》 (2025)
 研究生《高级算法设计与分析》 (2020, 2021, 2022, 2023, 2024, 2025)
 研究生《普适计算与移动计算》 (2020, 2021, 2022)
代表性论著
1. Xin Yuan, Ning Li*, Quan Chen, Wenchao Xu, Song Guo, Fellow, IEEE, “ERA: A QoE-Aware Collaborative Inference Algorithm for NOMA-based Edge Intelligence,” IEEE Transactions on Mobile Computing, Accepted, 2025, pp: 1-17.
2. Ning Li*, Song Guo, IEEE Fellow, Tuo Zhang, Muqing Li, Zicong Hong, Qihua Zhou, Xin Yuan, Haijun Zhang, IEEE Fellow, “The MoE-Empowered Edge LLMs Deployment: Architecture, Challenges, and Opportunities”, IEEE Communications Magazine, accepted, 2025, pp: 1-7.
3. Xin Yuan, Ning Li*, Kang Wei, Wenchao Xu, Quan Chen, Hao Chen, Song Guo, IEEE Fellow, “Mobility and Cost Aware Inference Accelerating Algorithm for Edge Intelligence,” IEEE Transactions on Mobile Computing, vol.24, no.3, 2025, pp: 1530 - 1549.
4. Xin Yuan, Ning Li*, Tuo Zhang, Muqing Li, Yuwen Chen, Jose Fernan Martinez Ortega, Song Guo, “High Efficiency Inference Accelerating Algorithm for NOMA-based Edge Intelligence,” IEEE Transactions on Wireless Communications, vol.23, no.11, 2024, pp: 17539-17556.
5. Wenling Li, Ning Li*, Jianen Yan, Zhaoxin Zhang, Ping Yu, Gang Long, “Secure and High-Quality Watermarking Algorithms for Relational Database Based on Semantic,” IEEE Transactions on knowledge and Data Engine, vol.35, no.7, 2022, pp: 7440-7456.
6. Ning Li, Zhaoxin Zhang*, Alex.X Liu, Xin Yuan, Yexia Cheng, “Pairwise-based multi-attribute decision making approach for wireless network,” IEEE/ACM Transactions on Networking, vol.29, no.4, 2021, pp: 1687-1702.
7. Ning Li*, Jose-Fernan Martinez-Ortega, Vicente Hernandez Diaz, Jose Antonio Sanchez Fernandez, “Probability Prediction based Reliable and Efficient Opportunistic Routing Algorithm for VANETs,” IEEE/ACM Transactions on Networking, vol.26, no.4, 2018, pp:1933-1947.
8. Quan Chen*, Zhipeng Cai, Jing Li, Ning Li, Lianglun Cheng, Hong Gao, Song Guo. Structure-Adaptive and Power-Aware Broadcast Scheduling for Multihop Wireless-Powered IoT Networks. ACM Transactions on Sensor Network, vol.21, no.1, 2024, pp: 1-32.
9. Tianzi Zhao, Xinran Liu, Zhaoxin Zhang*, Dong Zhao, Ning Li, Zhichao Zhang, Xinye Wang, Tiantian Ji “UncertaintyGeo: A Dirichlet Network Architecture for Evaluating IP Geolocation Uncertainty,” IEEE Transactions on Services Computing, Early Access, 2025, pp: 1-16.
10. Tianzi Zhao, Xinran Liu, Zhaoxin Zhang*, Dong Zhao, Ning Li, Zhichao Zhang, Xinye Wang, “HMCGeo: IP Region Prediction Based on Hierarchical Multi-Label Classification,” IEEE Transactions on Network and Service Management, 2025, Early Access, 2025, pp: 1-17.
11. Zhichao Zhang, Yanan Cheng*, Zhaoxin Zhang*, Xinran Liu, Ning Li, "6Hound: An Efficient IPv6 DNS Resolver Discovery Model Based on Reinforcement Learning," IEEE Transactions on Network and Service Management, early access, 2025, pp: 1-17.
12. Quan Chen*, Ming Yi, Jing Li, Ning Li, Hong Gao, Zhipeng Cai, “Optimal and Approximate Parallelism-based Computation Offloading Algorithms for Real-Time Multimodal Learning at the Edge,” IEEE INFOCOM, London, UK, 2025.
13. Xin Yuan, Ning Li*, Jose Fernan Martinez, “FODT: Fast, Online, Distributed and Temporary Failure Recovery Approach for MEC,” SCECS, Zhuhai, China, 2025.
14. Ning Li*, Xin Yuan, Jose Fernan Martinez, Zhaoxin Zhang, "The Variable-Weight MADM Algorithm for Wireless Network," ACM HPDC workshop on SNTA, Minneapolis, USA, 2022.
15. Ning Li*, Xin Yuan, Zhaoxin Zhang, "CoTree: Region-free and decentralized edge server cooperation," ACM HPDC workshop on FIRME, Minneapolis, USA, 2022.
16. Ning Li*, Yue Shi, Zhaoxin Zhang, Jose-Fernan Martinez, Xin Yuan, “Search-tree Based SDN Candidate Selection in Hybrid IP/SDN Network,” IEEE ICNP, Madrid, Spain, 2020.
17. Ning Li*, Xin Yuan, Jose-Fernan Martinez, Vicente Hernández Díaz, “The Trapezoidal Sketch for frequency estimation in Network Flow,” IEEE ICNP, Dallas, USA, 2021.
18. Ning Li*, Jianen Yan, Zhaoxin Zhang, Jose-Fernan Martinez-Ortega, Xin Yuan, “Game Theory based joint offloading decision and resource allocation for mobile edge computing,” IEEE MSN, Tokyo, Japan, 2020.
代表性项目
 国家自然科学基金面上项目,面向 6G 智能泛在的边缘混合专家大模型多维度协作部署机制研究,2026.01-2029.12,主持
 国家自然科学基金青年项目,基于边缘智能的车联网多维异构资源的协作与融合机制研究, 2022.01-2024.12,主持
 山东省自然科学基金面上项目,车联边缘网络智能异构资源融合与任务卸载联合优化机制研究,2022.01-2024.12,主持
 山东省“优秀青年创新团队”建设项目,面向6G智能凡在的大规模边缘计算中智能与协作内生融合研究,2023.01-2025.12,主持