马倩

教师简介

马倩，9227新葡的京集团“百人计划”副教授，博士生导师。
2019/10-至今，9227新葡的京集团，9227新葡的京集团，副教授。
2018/06-2019/10，美国东北大学，电子与计算机工程系，博士后。
2017/04-2018/05，香港中文大学，信息工程系，博士后。
2015/09-2016/02，美国伊利诺伊大学厄巴纳香槟分校，电子与计算机工程系，访问学者。
2012/08-2017/03，香港中文大学，信息工程系，博士。
2008/09-2012/06，北京邮电大学，通信工程专业，学士。

学科方向

1.分布式机器学习：联邦学习、隐私保护、人工智能安全
2.智能网络：算力网络、边缘智能、边缘计算
3.群体智能：多智能体协同、博弈分析、激励机制设计
欢迎对分布式机器学习、边缘智能、算力网络等领域感兴趣的学生报考硕士和博士。电子邮箱： maqian25{at}mail.sysu.edu.cn

科研项目

[1] 国家自然科学基金面上项目，泛在融合算力网络资源协同优化与市场机制研究，2024年-2027年，在研，主持；
[2] 国家自然科学基金青年项目，非完备信息下边缘缓存协同优化与激励机制研究，2021年-2023年，结题，主持；
[3] 国家自然科学基金联合基金项目，面向智能服务的移动边缘智能网络及高效感知-接入-处理机制研究，2021年-2024年，在研，参与；
[4] 国家重点研发计划青年科学家项目，基于智能博弈的网络安全风险主动发现与抑制机制，2022年-2025年，在研，9227新葡的京集团方负责人；
[5] 广东省自然科学基金面上项目，无人机辅助边缘计算的多维资源协同优化与激励机制研究，2023年-2025年，在研，主持；
[6] 深圳市高等院校稳定支持面上项目，基于5G通信的多机器人自主协同优化决策与行为认知研究，2023年-2026年，在研，主持；
[7] 中央高校基本科研业务费青年教师培育项目，人工智能与大数据：多维异构资源受限下联邦学习系统性能优化研究，2021年，结题，主持；
[8] 9227新葡的京集团“百人计划”科研启动经费，2019年-2022年，结题，主持。

论著专利

部分期刊论文

[TON] Qian Ma, Yanling Qin, Chaohui Zhu, Lin Gao, and Xu Chen*, “Joint Resource Trading and Task Scheduling in Edge-Cloud Computing Networks,” IEEE Transactions on Networking, early access, 2024. DOI: 10.1109/TON.2024.3516381（CCF A类期刊）

[TSC] Yanling Qin, Xiangping Zheng, Qian Ma*, Guocheng Liao, and Xu Chen, “Participation-dependent Privacy Preservation in Cross-silo Federated Learning,” IEEE Transactions on Services Computing, early access, 2024. DOI: 10.1109/TSC.2024.3506479 （CCF A类期刊）

[TMC] Ning Zhang, Qian Ma*, Wuxing Mao, and Xu Chen, “Coalitional FL: Coalition Formation and Selection in Federated Learning with Heterogeneous Data,” IEEE Transactions on Mobile Computing, vol. 23, no. 11, pp. 10494-10508, 2024. （CCF A类期刊）

[TMC] Wuxing Mao, Qian Ma*, Guocheng Liao, and Xu Chen, “Game Analysis and Incentive Mechanism Design for Differentially Private Cross-silo Federated Learning,” IEEE Transactions on Mobile Computing, vol. 23, no. 10, pp. 9337-9351, 2024. （CCF A类期刊）

[IEEE Commun Mag] Chao Huang, Ming Tang, Qian Ma, Jianwei Huang*, and Xin Liu, “Promoting Collaborations in Cross-Silo Federated Learning: Challenges and Opportunities,” IEEE Communications Magazine, vol. 62, no. 4, pp. 82-88, 2024.

[TMC] Ziya Chen, Qian Ma*, Lin Gao, and Xu Chen, “Price Competition in Multi-Server Edge Computing Networks under SAA and SIQ Models,” IEEE Transactions on Mobile Computing, vol. 23, no. 1, pp. 754-768, 2024. （CCF A类期刊）

[TMC] Ning Zhang, Qian Ma*, and Xu Chen, “Enabling Long-Term Cooperation in Cross-Silo Federated Learning: A Repeated Game Perspective,” IEEE Transactions on Mobile Computing, vol. 22, no. 7, pp. 3910-3924, 2023. （CCF A类期刊）

[TMC] Guangjing Huang, Xu Chen*, Tao Ouyang, Qian Ma, Lin Chen, and Junshan Zhang, “Collaboration in Participant-Centric Federated Learning: A Game-Theoretical Perspective,” IEEE Transactions on Mobile Computing, vol. 22, no. 11, pp. 6311-6326, 2023. （CCF A类期刊）

[TON] Khashayar Kamran, Edmund Yeh, and Qian Ma*, “Joint Computation, Forwarding and Data Placement in Data-Driven Computing Networks,” IEEE/ACM Transactions on Networking, vol. 30, no. 3, pp. 1058-1072, 2022. （CCF A类期刊）

[POM] Qian Ma, Biying Shou, Jianwei Huang, and Tamer Basar, “Monopoly Pricing with Participation-Dependent Social Learning about Quality of Service,” Production and Operations Management, vol. 30, no. 11, pp. 4004-4022, 2021. (运筹学领域A+期刊，UTD24)

[TON] Qian Ma, Jianwei Huang, Tamer Basar, Ji Liu, and Xudong Chen, “Reputation and Pricing Dynamics in Online Markets,” IEEE/ACM Transactions on Networking, vol. 29, no. 4, pp. 1745-1759, 2021. （CCF A类期刊）

[TON] Qian Ma, Edmund Yeh, and Jianwei Huang, “Selfish Caching Games on Directed Graphs,” IEEE/ACM Transactions on Networking, vol. 29, no. 2, pp. 709-722, 2021. （CCF A类期刊）

[TON] Qian Ma, Lin Gao, Ya-Feng Liu, and Jianwei Huang, “Incentiving Wi-Fi Network Crowdsourcing: A Contract Theoretic Approach,” IEEE/ACM Transactions on Networking, vol. 26, no. 3, pp. 1035-1048, 2018. （CCF A类期刊）

[TMC] Qian Ma, Lin Gao, Ya-Feng Liu, and Jianwei Huang, “Economic Analysis of Crowdsourced Wireless Community Networks,” IEEE Transactions on Mobile Computing, vol. 16, no. 7, pp. 1856-1869, 2017. （CCF A类期刊）

[TMC] Qian Ma, Ya-Feng Liu, and Jianwei Huang, “Time and Location Aware Mobile Data Pricing,” IEEE Transactions on Mobile Computing, vol. 15, no. 10, pp. 2599-2613, 2016. （CCF A类期刊）

部分会议论文

[WiOpt] Junyi He, Qian Ma, Meng Zhang, and Jianwei Huang, “Optimal Fresh Data Sampling and Trading,” IEEE International Symposium on Modeling and Optimization in Mobile, Ad Hoc and Wireless Networks (WiOpt), Virtual (Online) Conference, Oct 2021. (最佳论文奖)

[WiOpt] Ziya Chen, Qian Ma, Lin Gao, and Xu Chen, “Edgeconomics: Price Competition and Selfish Computation Offloading in Multi-Server Edge Computing Networks,” IEEE International Symposium on Modeling and Optimization in Mobile, Ad Hoc and Wireless Networks (WiOpt), Virtual (Online) Conference, Oct 2021.

[MobiHoc] Canhui Chen, Qian Ma, Xu Chen, and Jianwei Huang, “User Distribution in Shard-based Blockchain Network: Queueing Modeling, Game Analysis, and Protocol Design,” ACM International Symposium on Mobile Ad Hoc Networking and Computing (MobiHoc, acceptance rate 20%), Shanghai, China, July 2021.

[MobiHoc] Qian Ma, Edmund Yeh, and Jianwei Huang, “How Bad is Selfish Caching,” ACM International Symposium on Mobile Ad Hoc Networking and Computing (MobiHoc, acceptance rate 23%), Catania, Italy, July 2019.

[MobiHoc] Khashayar Kamran, Edmund Yeh, and Qian Ma, “DECO: Joint Computation, Forwarding and Data Placement in Data-Driven Computing Networks,” ACM International Symposium on Mobile Ad Hoc Networking and Computing (MobiHoc, acceptance rate 23%), Catania, Italy, July 2019.

[MobiHoc] Qian Ma, Biying Shou, Jianwei Huang, and Tamer Basar, “Dynamic Pricing in the Presence of Participation-Dependent Social Learning,” ACM International Symposium on Mobile Ad Hoc Networking and Computing (MobiHoc, acceptance rate 16%), Los Angeles, USA, June 2018.

[NetEcon] Qian Ma, Jianwei Huang, Tamer Basar, Ji Liu, and Xudong Chen, “Pricing for Sharing Economy with Reputation,” ACM NetEcon, Juan-les-Pins, France, June 2016.

[WiOpt] Qian Ma, Lin Gao, Ya-Feng Liu, and Jianwei Huang, “A Contract-Based Incentive Mechanism for Crowdsourced Wireless Community Networks,” IEEE International Symposium on Modeling and Optimization in Mobile, Ad Hoc and Wireless Networks (WiOpt), Tempe, USA, May 2016.

[WiOpt] Qian Ma, Lin Gao, Ya-Feng Liu, and Jianwei Huang, “A Game-Theoretic Analysis of User Behaviors in Crowdsourced Wireless Community Networks,” IEEE International Symposium on Modeling and Optimization in Mobile, Ad Hoc and Wireless Networks (WiOpt), Mumbai, India, May 2015. (最佳学生论文奖)

[ICC] Qian Ma, Ya-Feng Liu, and Jianwei Huang, “Time and Location Aware Mobile Data Pricing,” IEEE International Conference on Communications (ICC), Sydney, Australia, June 2014.

荣誉获奖情况

IEEE WiOpt Best Paper Award 2021
9227新葡的京集团“百人计划”副教授，2019
IEEE WiOpt Best Student Paper Award 2015
Global Scholarship for Research Excellence at CUHK 2015
Outstanding Teaching Assistant Award at CUHK 2014
Postgraduate Scholarship at CUHK 2012-2016
National Scholarship 2010, 2011

主要兼职

Technical Program Committee Member:
(1) ACM International Symposium on Mobile Ad Hoc Networking and Computing (MobiHoc), 2021, 2022, 2023, 2024
(2) IEEE International Conference on Communications (ICC), 2020
(3) IEEE Wireless Communications and Networking Conference (WCNC), 2017-2019
(4) IEEE International Symposium on Modeling and Optimization in Mobile, Ad Hoc and Wireless Networks (WiOpt), 2017，2018，2021, 2023

社会服务

Technical Reviewer:
(1) IEEE Journal on Selected Areas on Communications (JSAC)
(2) IEEE/ACM Transactions on Networking (TON)
(3) IEEE Transactions on Mobile Computing (TMC)
(4) IEEE Transactions on Wireless Communications (TWC)
(5) IEEE Transactions on Communications (TCOM)
(6) Computer Networks (COMNET)
(7) IEEE INFOCOM, ICC, GLOBECOM, WCNC, ACM MobiHoc