个人信息

黎有琦，预聘助理教授、特别副研究员，硕士生导师。2015年和2020年分别于402am永利手机版获得学士学位和博士学位（导师：李凡教授）。2020年至2022年在北京理工大学网络空间安全学院从事博士后工作（合作导师：祝烈煌教授、李凡教授）。主要研究方向包括物联网、群智感知、联邦学习、博弈论与激励机制设计、先进网络与数据安全、理论安全、人工智能安全、可信大数据系统、AI理论（PAC可学习理论、样本复杂度）。近年来在国际知名期刊上发表多篇论文，包括CCF A类论文和中科院一区论文，并且出版英文专著2部。主持国家重点研发计划子课题、国家自然科学基金和中国博士后面上资助等项目。

科研方向

物联网、群智感知、联邦学习、博弈论与激励机制设计、先进网络与数据安全、理论安全、人工智能安全、可信大数据系统、AI理论（PAC可学习理论、样本复杂度）

代表性学术成果

教学/科研专著：

1. Youqi Li, Fan Li, Song Yang and Chuan Zhang, "Incentive Mechanism for Mobile Crowdsensing: A Game-theoretic Approach", Springer, ISBN: 978-981-99-6920-3, January 2024.

2. Chuan Zhang, Tong Wu, Youqi Li, Liehuang Zhu, "Privacy-Preserving in Mobile Crowdsensing", Springer 2023, ISBN: 978-981-19-8314-6, pp. 3-197

论文

1. Youqi Li, Fan Li, Song Yang, Chuan Zhang, Liehuang Zhu, Yu Wang. “A Cooperative Analysis to Incentivize Communication-Efficient Federated Learning”. IEEE Transactions on Mobile Computing (TMC), 1–16, 2024, Early Access. (CCF A).

2. Youqi Li, Fan Li, Lixing Chen, Liehuang Zhu, Pan Zhou, and Yu Wang. "Power of Redundancy: Surplus Client Scheduling for Federated Learning against User Uncertainties". IEEE Transactions on Mobile Computing (TMC), 22(9): 5449 - 5462, 2023. (CCF A)

3. Youqi Li, Fan Li, Song Yang, Pan Zhou, Liehuang Zhu, and Yu Wang. "Three-stage Stackelberg long-term incentive mechanism and monetization for crowdsensing: An Online Learning Approach". IEEE Transactions on Network Science and Engineering (TNSE), 8(2): 1385 - 1398, 2021. (SCI)

4. Youqi Li, Fan Li, Liehuang Zhu, Huijie Chen, Ting Li, and Yu Wang. "Fair Incentive Mechanism with Imperfect Quality in Privacy- Preserving Crowdsensing". IEEE Internet of Things Journal, 9(19):19188-200, 2022. (SCI)

5. Youqi Li, Fan Li, Song Yang, Yue Wu, Huijie Chen, Kashif Sharif, and Yu Wang. "MP-Coopetition: Competitive and Cooperative Mechanism for Multiple Platforms in Mobile Crowd Sensing". IEEE Transactions on Services Computing (TSC), 14(6): 1864 - 1876, 2019. (CCF A)

6. Youqi Li, Fan Li, Song Yang, Huijie Chen, Qian Zhang, Yue Wu, and Yu Wang. "PTASIM: Incentivizing Crowdsensing With POI-Tagging Cooperation Over Edge Clouds". IEEE Transactions on Industrial Informatics (TII), 16(7): 4823 - 4831, 2019. (SCI)

7. Youqi Li, Fan Li, Liehuang Zhu, Karshif Sharif, and Huijie Chen. "A Two‑tiered Incentive Mechanism Design for Federated Crowd Sensing". CCF Transactions on Pervasive Computing and Interaction (TPCI), 4(4): 339 - 356

8. Junheng Wang, Fan Li, Song Yang, Youqi Li, and Yu Wang. "A Real-Time Bike Trip Planning Policy With Self-Organizing Bike Redistribution". IEEE Transactions on Intelligent Transportation Systems (TITS), 23(8):10646-10661, 2021. (CCF B, SCI)

9. Fan Li, Huijie Chen, Xiaoyu Song, Qian Zhang, Youqi Li, and Yu Wang. "CondioSense: High-quality Context-aware Service for Audio Sensing System via Active Sonar". Personal and Ubiquitous Computing, 21(1): 17-29, 2017. (CCF C, SCI)

10. Haotian Liang, Youqi Li, Chuan Zhang, Ximeng Liu, and Liehuang Zhu. "EGIA: An External Gradient Inversion Attack in Federated Learning". IEEE Transactions on Information Forensics and Security (TIFS), 18: 4984 - 4995, 2023. (CCF A, SCI Q1)

11. Qiuyang Zeng, Fan Li, Zhiyuan Zhao, Youqi Li, Yu Wang. "AcouWrite: Acoustic-based Handwriting Recognition on Smartphones". IEEE Transactions on Mobile Computing (TMC), 2024, Early Access. (CCF A)

承担科研情况

1. 工业生产控制软件安全分布式众测技术,国家重点研发计划（No.2023YFB3107300），子课题负责人。

2. 联邦式群智感知关键技术研究,国家自然科学基金青年项目（No.62102028）,主持。

3. 联邦群智感知下高质高效用户调度与参数收集关键技术研究,中国博士后科学基金面上资助（No.2021M700434）, 主持。

4. 北京理工大学青年教师学术启动计划，主持。

所获奖励

IEEE杰出服务奖

社会兼职

CCF会员、IEEE会员。担任多个国际期刊和会议，例如IEEE TPDS、IEEE ISAC、IEEE TNSE、IEEE T-Cybernetics、Computer networks、IEEE ICC的审稿人

备注

招收研究生，欢迎有意来读研以及打算在本科阶段接触科研的同学邮件联系。提供良好的工作环境、学习气氛、计算资源和研究补助。