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Jiong Lou (娄炯)

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Research Assistant Professor,
Department of Computer Science and Engineering, Shanghai Jiao Tong University
Shanghai, China
E-mail: lou-j@cs.sjtu.edu.cn

About Me

I received my B.S. degree and Ph.D. degree in the Department of Computer Science and Engineering, Shanghai Jiao Tong University, China, in 2016 and 2023. I am very fortunate to be supervised by IEEE Fellow Prof. Jie Li and IEEE Fellow Prof. Weijia Jia. My current research interests include edge computing, task scheduling, and container management. Since 2023, I have been a research assistant professor in Department of Computer Science and Engineering, Shanghai Jiao Tong University, and I am a member of IBDS LAB. From 2018 to 2022, I have been a research assistant in the University of Macau and Beijing Normal University. I has published several papers in leading journals and conferences (e.g., ToN, TC, TMC, TSC). I have served as a reviewer for TSC, INFOCOM, ICDCS, CN, JPDC, IoT-J, and CCGRID.

Research

Research Interests

  • Edge Computing

  • Blockchian

  • Edge AI

Recent Publications

  1. Zhenzheng Li, Jiong Lou, Jianfei Wu, Jianxiong Guo, Zhiqing Tang, Pingshen, Weijia Jia, Wei Zhao. Online Container Scheduling with Fast Function Startup and Low Memory Cost in Edge Computing. IEEE Transactions on Computers, accepted.

  2. Zhi Yao, Zhiqing Tang, Jiong Lou, Weijia Jia. VELO: A Vector Database-Assisted Cloud-Edge Collaborative LLM QoS Optimization Framework. ICWS, 2024: 1-11.

  3. Honghong Zeng, Jie Li, Jiong Lou, Shijing Yuan, Chentao Wu, Wei Zhao, Sijin Wu, Zhiwen Wang. BSR-FL: An Efficient Byzantine-Robust Privacy-Preserving Federated Learning Framework. IEEE Transactions on Computers, accepted.

  4. Hanshuai Cui, Zhiqing Tang, Jiong Lou, Weijia Jia, Wei Zhao. Latency-Aware Container Scheduling in Edge Cluster Upgrades: A Deep Reinforcement Learning Approach. IEEE Transactions on Services Computing, 2024, early access: 1-14.

  5. Zhiqing Tang, Fangyi Mou, Jiong Lou, Weijia Jia, Yuan Wu, Wei Zhao. Joint Resource Overbooking and Container Scheduling in Edge Computing. IEEE Transactions on Mobile Computing, 2024, early access: 1-16.

  6. Jiong Lou, Zhiqing Tang, Xinyu Lu, Shijing Yuan, Jie Li, Weijia Jia, Chentao Wu. Efficient Serverless Function Scheduling in Edge Computing. ICC 2024-IEEE International Conference on Communications (ICC), 2024: 1-6.

  7. Shijing Yuan, Yusen Wang, Jie Li, Jiong Lou, Chentao Wu, Song Guo, Yang Yang. Online Data Trading for Cloud-Edge Collaboration Architecture. ICC 2024-IEEE International Conference on Communications (ICC), 2024: 1-6.

  8. Fangyi Mou, Zhiqing Tang, Jiong Lou, Jianxiong Guo, Wenhua Wang, Tian Wang. Joint Task Scheduling and Container Image Caching in Edge Computing. 2024 20th International Conference on Mobile Ad-Hoc and Sensor Networks (MSN), 2024: 1-6.

  9. Jiong Lou, Zhiqing Tang, Weijia Jia, Wei Zhao, Jie Li. Startup-aware Dependent Task Scheduling with Bandwidth Constraints in Edge Computing. IEEE Transactions on Mobile Computing, 2024, 23(2): 1586-1600.

  10. Hanshuai Cui, Zhiqing Tang, Jiong Lou, Weijia Jia. Online Container Scheduling for Low-Latency IoT Services in Edge Cluster Upgrade: A Reinforcement Learning Approach. 2023 IEEE/CIC International Conference on Communications in China (ICCC), 2023: 1-6.

  11. Jiong Lou, Zhiqing Tang, Songli Zhang, Weijia Jia, Wei Zhao, Jie Li. Cost-Effective Scheduling for Dependent Tasks with Tight Deadline Constraints in Mobile Edge Computing. IEEE Transactions on Mobile Computing, 2023, 22(10): 5829-5845.

  12. Jiong Lou, Hao Luo, Zhiqing Tang, Weijia Jia, Wei Zhao. Efficient Container Assignment and Layer Sequencing in Edge Computing. IEEE Transactions on Services Computing, 2023, 16(2): 1118-1132.

  13. Jiong Lou, Zhiqing Tang, Weijia Jia. Energy-efficient Joint Task Assignment and Migration in Data Centers: A Deep Reinforcement Learning Approach. IEEE Transactions on Network and Service Management (TNSM), 2023, 20(2): 961-973.

  14. Zhiqing Tang, Jiong Lou, Weijia Jia. Layer Dependency-aware Learning Scheduling Algorithms for Containers in Mobile Edge Computing. IEEE Transactions on Mobile Computing, 2023, 22(6): 3444-3459.

  15. Zhiqing Tang, Fangyi Mou, Jiong Lou, Weijia Jia, Yuan Wu, Wei Zhao. Multi-user Layer-aware Online Container Migration in Edge-assisted vehicular Networks. IEEE/ACM Transactions on Networking, 2023, early access: 1-16.

  16. Songli Zhang, Weijia Jia, Zhiqing Tang, Jiong Lou, Wei Zhao. Efficient Instance Reuse Approach for Service Function Chain Placement in Mobile Edge Computing. Computer Networks, 2022, 211: 109010.

  17. Zhiqing Tang, Jiong Lou, Fuming Zhang, Weijia Jia. Dependent Task Offloading for Multiple Jobs in Edge Computing. 2020 29th International Conference on Computer Communications and Networks (ICCCN), 2020: 1-9.

  18. Fuming Zhang, Zhiqing Tang, Jiong Lou, Weijia Jia. Online Joint Scheduling of Delay-Sensitive and Computation-Oriented Tasks in Edge Computing. 2019 15th International Conference on Mobile Ad-Hoc and Sensor Networks (MSN), 2019: 303-308.

Full list of publications in Google Scholar.

Research Experience

Reviewer

  • IEEE Transactions on Services Computing

  • IEEE INFOCOM

  • IEEE ICDCS

  • CN

  • JPDC

  • IEEE IOT-J

TPC Member

  • IEEE/ACM CCGRID 2024

Teaching

  • Mathematical Foundations of Computer Science, cs2304, Shanghai Jiao Tong University, Spring, 2024

  • Game Theory and the Internet Application, cs7324, Shanghai Jiao Tong University, Spring, 2024

TA

  • Computer Networking, Shanghai Jiao Tong University, 2017

Research Projects

  • 基于DAG调度的深度神经网络内存占用优化研究.
    Principle Investigator Shanghai Jiao Tong University (新进教师启动计划), 2024 - 2026.
  • Service Deployment and Task Scheduling for Complex Edge Intelligence Scenarios (面向复杂边缘智能场景的服务部署与任务调度).
    Principle Investigator, National Natural Science Foundation of China (国家自然科学基金委青年科学基金项目), 2025 - 2027.

Education

Work experience

  1. Research Assistant Professor, Department of Computer Science and Engineering, Shanghai Jiao Tong University, 07.2023-Present

  2. Research Assistant, Institute of AI and Future Networks, Beijing Normal University, 10.2020-07.2022

  3. Research Assistant, State Key Laboratory of Internet of Things for Smart Cit, University of Macau, 07.2018-07.2020


A brief cv.