郭剑雄，2021年7月加入北京师范大学，现为人工智能与未来网络研究院副教授。于2021年在美国德克萨斯大学达拉斯分校获得计算机科学博士学位，师从世界著名数学家堵丁柱教授，于2016年在美国匹兹堡大学获得化学工程硕士学位，于2015年在华南理工大学获得能源工程及自动化学士学位。近年来，主要从事物联网、社交网络、云-边-端协同系统中存在的优化、调度、博弈、激励机制设计等问题的研究，侧重于理论分析、算法设计、机器学习建模。近五年在计算机网络、数据科学、人工智能、理论计算机等领域发表学术论文90余篇，其中以第一/通讯作者身份在IEEE/ACM Transactions系列汇刊发表论文30余篇。此外，主持或参与国家自然科学基金、国家重点研发计划、广东省基础与应用基础研究基金、广东省创新团队、美国国家科学基金会（NSF）、珠海市产学研合作等多个项目。

具体研究方向包括：

1）物联网/边缘智能：云边端系统资源综合调度、人工智能高效部署等

2）在线优化/强化学习：多臂老虎机在线算法设计、激励机制设计、强化学习求解网络调度问题等

3）社交网络：信息传播机理、影响力最大化、谣言阻断、网络鲁棒性等

4）组合优化：次模/非次模优化、机器学习求解组合优化问题等

谷歌学术：https://scholar.google.com/citations?user=lljLdDcAAAAJ

近期研究兴趣：致力于通过在线优化、强化学习、机制设计等手段构建有效的云边协同计算基础设施，解决上层新型人工智能应用对计算资源和服务质量的需求。

科研项目：

1）广州东部发展燃气有限公司，技术开发项目，2242090105，基于视觉神经网络的燃气用气现场安全隐患识别技术研究，20万元，2025/1/1 – 2027.12/30，在研，主持

2）广东省基础与应用基础研究基金委员会，面上项目，2025A1515012843，基于深度学习技术和数据驱动方法的可泛化影响力最大化问题研究，10万元，2025/1/1 – 2027.12/30，在研，主持

3）国家自然科学基金委员会，青年科学基金项目，62202055，大规模社交网络驱动的高效非次模影响力优化算法研究，30万元，2023/1/1 – 2025.12/30，在研，主持

4）广东省教育厅，普通高校青年创新人才项目，2022KQNCX102，深度强化学习求解社交网络中的组合优化问题，3万元，2023/1/1 – 2025/12/30，在研，主持

5）广东省教育厅，2024年度“冲补强”专项资金项目，UICR0400003-24，计算机科研教学平台建设-子项目2，20万元，2024.6/1 – 2025.12/30，在研，主持

6）北京师范大学，交叉学科孵化项目，310430014，动物大脑的遗忘机制对人工智能算法设计的启发，3万元，2022/1/1 – 2024/12/30，结题，主持

7）北京师范大学，引进人才科研启动项目，310432104/312200502510，5G环境下的智慧物联网关键问题研究，50万元，2022/1/1 – 2024/12/30，结题，主持

8）Beijing Normal-Hong Kong Baptist University, Start-up Project, UICR0700018-22, Resource Allocation in Internet of Things, 60,000 RMB, 2021/9/1 – 2024/8/31, Completed, PI

科研成果：

近五年代表性论文：

1）Mingjie Wang, Juanxi Tian, Mingze Zhang, Jianxiong Guo*, Weijia Jia*. MTMD: Multi-Scale Temporal Memory Learning and Efficient Debiasing Framework for Stock Trend Forecasting. IEEE Transactions on Emerging Topics in Computational Intelligence, 2025, DOI: 10.1109/TETCI.2025.3542107. (中科院三区)

2）Fengyi Huang, Wenhua Wang, Qin Liu, Wentao Fan, Jianxiong Guo, Weijia Jia, Jiannong Cao, Tian Wang*. DRMQ: Dynamic Resource Management for Enhanced QoS in Collaborative Edge-Edge Industrial Environments. IEEE Transactions on Services Computing, 2025, DOI: 10.1109/TSC.2025.3539201. (中科院二区, CCF A类)

3）Jiajun Wang, Pengfei Lin, Xingjian Ding, Jianxiong Guo*, Zhiqing Tang, Deying Li, Weili Wu. Online Worker Scheduling for Maximizing Long-Term Utility in Crowdsourcing with Unknown Quality. ACM Transactions on Internet Technology, 2024, 25(1): 4:1-4:25. (中科院三区，CCF B类)

4）Zhenzheng Li, Zhiqing Tang*, Jianxiong Guo, Tian Wang, Weijia Jia*, Wei Zhao. Online Layer-Aware Joint Request Scheduling, Container Placement, and Resource Provision in Edge Computing. IEEE Transactions on Services Computing, 2024, 18(1): 328-341. (中科院二区, CCF A类)

5）Yuzhu Liang, Guo Li, Guangxue Zhang*, Jianxiong Guo, Qin Liu, Xi Zheng, Tian Wang. Latency Reduction in Immersive Systems through Request Scheduling with Digital Twin Networks in Collaborative Edge Computing. ACM Transactions on Sensor Networks, 2024, 20(5): 109:1-109:27. (中科院四区, CCF B类)

6）Jianqiu Wu, Zhongyi Yu, Jianxiong Guo*, Zhiqing Tang, Tian Wang, Weijia Jia. Two-Stage Deep Energy Optimization in IRS-Assisted UAV-Based Edge Computing Systems. IEEE Transactions on Mobile Computing, 2024, 24(1): 449-465. (中科院二区, CCF A类)

7）Zhenzheng Li, Jiong Lou, Jianfei Wu, Jianxiong Guo, Zhiqing Tang*, Ping Shen, Weijia Jia, Wei Zhao. Online Container Scheduling with Fast Function Startup and Low Memory Cost in Edge Computing. IEEE Transactions on Computers, 2024, 73(12): 2747-2760. (中科院一区, CCF A类)

8）Jianxiong Guo, Xingjian Ding*, Weili Wu, Ding-Zhu Du. A Double Auction for Charging Scheduling among Vehicles Using DAG-Blockchains. ACM Transactions on Sensor Networks, 2024, 20(5): 109:1-109:27. (中科院四区, CCF B类)

9）Changfu Xu, Jianxiong Guo, Yupeng Li, Haodong Zou, Weijia Jia, Tian Wang*. Dynamic Parallel Multi-Server Selection and Allocation in Collaborative Edge Computing. IEEE Transactions on Mobile Computing, 2024, 23(11): 10523-10537. (中科院二区, CCF A类)

10）Yandi Li, Jianxiong Guo*, Yupeng Li, Tian Wang*, Weijia Jia. Adversarial Bandits with Multi-User Delayed Feedback: Theory and Application. IEEE Transactions on Mobile Computing, 2024, 23(10): 9383-9397. (中科院二区, CCF A类)

11）Haiyang Huang, Tianhui Meng*, Jianxiong Guo, Xuekai Wei, Weijia Jia*. SecEG: A Secure and Efficient Strategy against DDoS Attacks in Mobile Edge Computing. ACM Transactions on Sensor Networks, 2024, 20(3): 55:1-55:20. (中科院四区, CCF B类)

12）Jianxiong Guo, Qiufen Ni*, Weili Wu, Ding-Zhu Du. Composite Community-Aware Diversified Influence Maximization with Efficient Approximation. IEEE/ACM Transactions on Networking, 2023, 32(2): 1584-1599. (中科院三区, CCF A类)

13）Jianxiong Guo, Qiufen Ni*, Weili Wu, Ding-Zhu Du. Multi-Task Diffusion Incentive Design for Mobile Crowdsourcing in Social Networks. IEEE Transactions on Mobile Computing, 2023, 23(5): 5740-5754. (中科院二区, CCF A类)

14）Mingjie Wang, Jianxiong Guo*, Weijia Jia*. Federated Multi-Phase Curriculum Learning to Synchronously Correlate User Heterogeneity. IEEE Transactions on Artificial Intelligence, 2023, 5(5): 2026-2039.

15）Yandi Li, Haobo Gao, Yunxuan Gao, Jianxiong Guo*, Weili Wu. A Survey on Influence Maximization: From an ML-Based Combinatorial Optimization. ACM Transactions on Knowledge Discovery from Data, 2023, 17(9): 133:1-133:50. (中科院三区, CCF B类)

16）Tiantian Chen, Siwen Yan, Jianxiong Guo*, Weili Wu. ToupleGDD: A Fine-Designed Solution of Influence Maximization by Deep Reinforcement Learning. IEEE Transactions on Computational Social Systems, 2023, 11(2): 2210-2221. (中科院二区, CCF C类)

17）Yanpu Zhang, Jianxiong Guo, Wenguo Yang*, Weili Wu. Supplementary Influence Maximization Problem in Social Networks. IEEE Transactions on Computational Social Systems, 2023, 11(1): 986-996. (中科院二区, CCF C类)

18）Xingjian Ding, Jianxiong Guo, Deying Li*, Weili Wu. Pricing and Budget Allocation for IoT Blockchain with Edge Computing. IEEE Transactions on Cloud Computing, 2022, 11(2): 1608-1621. (中科院二区, CCF C类)

19）Qiufen Ni, Jianxiong Guo, Weili Wu, Huan Wang*. Influence-based Community Partition with Sandwich Method for Social Networks. IEEE Transactions on Computational Social Systems, 2022, 10(2): 819-830. (中科院二区, CCF C类)

20）Jianxiong Guo*, Xingjian Ding, Weili Wu. An Architecture for Distributed Energies Trading in Byzantine-Based Blockchain. IEEE Transactions on Green Communications and Networking, 2022, 6(2): 1216-1230. (中科院二区)

21）Qiufen Ni, Jianxiong Guo, Weili Wu, Huan Wang*, Jigang Wu. Continuous Influence-based Community Partitioning for social networks. IEEE Transactions on Network Science and Engineering, 2021, 9(3): 1187-1197. (中科院二区)

22）Jianxiong Guo*, Weili Wu. A k-Hop Collaborate Game Model: Extended to Community Budgets and Adaptive Nonsubmodularity. IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2021, 52(9): 5567-5578. (中科院一区, CCF B类)

23）Jianxiong Guo*, Yapu Zhang, Weili Wu. An Overall Evaluation on Benefits of Competitive Influence Diffusion. IEEE Transactions on Big Data, 2021, 9(2): 653-644. (中科院三区, CCF C类)

24）Jianxiong Guo*, Weili Wu. Adaptive Influence Maximization: If Influential Node Unwilling to Be the Seed. ACM Transactions on Knowledge Discovery from Data, 2021, 15(5): 84:1-84:23. (中科院三区, CCF B类)

25）Jianxiong Guo*, Weili Wu. Continuous Profit Maximization: A Study of Unconstrained Dr-Submodular Maximization. IEEE Transactions on Computational Social Systems, 2021, 8(3): 768-779. (中科院二区, CCF C类)

26）Jianxiong Guo*, Xingjian Ding, Weili Wu. Reliable Traffic Monitoring Mechanisms Based on Blockchain in Vehicular Networks. IEEE Transactions on Reliability, 2021, 71(3): 1219-1229. (中科院二区, CCF C类)

27）Xingjian Ding, Jianxiong Guo, Deying Li*, Weili Wu, An Incentive Mechanism for Building a Secure Blockchain-based Internet of Things, IEEE Transactions on Network Science and Engineering, 2020, 8(1): 477-487. (中科院二区)

28）Yapu Zhang, Jianxiong Guo, Wenguo Yang*, Weili Wu. Targeted Activation Probability Maximization Problem in Online Social Networks. IEEE Transactions on Network Science and Engineering, 2020, 8(1): 294-304. (中科院二区)

29）Jianxiong Guo*, Tiantian Chen, Weili Wu. A Multi-Feature Diffusion Model: Rumor Blocking in Social Networks. IEEE/ACM Transactions on Networking, 2020, 29(1): 386-397. (中科院三区, CCF A类)

30）Jianxiong Guo*, Weili Wu. Influence Maximization: Seeding Based on Community Budget. ACM Transactions on Knowledge Discovery from Data, 2020, 14(6): 66:1-66:22. (中科院三区, CCF B类)

31）Jianxiong Guo*, Weili Wu. A k-Hop Collaborate Game Model: Adaptive Strategy to Maximize Total Revenue. IEEE Transactions on Computational Social Systems, 2020, 7(4): 1058-1068. (中科院二区, CCF C类)

32）Jianxiong Guo*, Tiantian Chen, Weili Wu. Continuous Activity Maximization in Online Social Networks. IEEE Transactions on Network Science and Engineering, 2020, 7(4): 2775-2786. (中科院二区)

33）Jianxiong Guo*, Tiantian Chen, Weili Wu. Budgeted Coupon Advertisement Problem: Algorithm and Robust Analysis. IEEE Transactions on Network Science and Engineering, 2020, 7(3): 1966-1976. (中科院二区)

发明专利：

1）郭剑雄; 吴剑秋; 丁兴建; 一种基于强化学习的时间规律识别智能卸载优化方法，2024-8-19，中国，202411135927.6

2）郭剑雄; 曾盖伦; 丁兴建; 分布式智群感知的用户筛选及激励机制设计方法，2024-5-24， 中国，202410655002.8

3）郭剑雄; 李彦弟; 一种基于联盟链和车联网的车流量监控系统，2023-6-2，中国， 202310649265.3

4）郭剑雄; 曾盖伦; 一种基于图结构存储与区块链技术的电车充电调度方法，2023-6-2，中国，202310649485.6

中国计算机学会物联网专委会执行委员

中国计算机学会分布式计算与系统专委会执行委员

中国计算机学会珠海分会执行委员

ACM珠海分会执行委员

广东省计算机学会移动与边缘计算专委会常务委员

期刊编辑：Journal of Combinatorial Optimization

期刊审稿人：IEEE Transactions on Services Computing, IEEE Transactions on Mobile Computing, IEEE Transactions on Neural Networks and Learning Systems, IEEE Transactions on Computational Social Systems, IEEE Transactions on Artificial Intelligence, IEEE Transactions on Dependable and Secure Computing, IEEE Internet of Things Journal, IEEE Transactions on Cybernetics, Information Sciences, IEEE Transactions on Knowledge and Data Engineering, Journal of Combinatorial Optimization, Optimization Letters, IEEE Transactions on Network Science and Engineering, ACM Transactions on Sensor Networks, Electronic Commerce Research and Applications, Theoretical Computer Science, Computational Social Networks, IEEE/ACM Transactions on Networking, Digital Communications and Networks, Sensor, High-Confidence Computing, Expert Systems With Applications, etc.

每年在北京师范大学文理学院和北师香港浸会大学计算机科学系招收硕/博研究生若干。长期招收科研助理及有意向从事科研工作的本科生。

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