中科院计算所移动互联课题组

中国科学院计算技术研究所移动互联课题组由刘敏老师领导，是国内最早从事网络互联与智能协同计算的科研团队之一。课题组牵头制订了多项国际标准、负责多项重大科研项目与企业研发项目，课题组的工作录用于TMC、JSAC、TPDS、TVT、TITS、TOSN、INFOCOM、IPDPS、IJCAI、CIKM等国际高水平期刊与会议，且与国内外高水平研究机构（如清华大学、北京邮电大学等）保持密切合作关系，相关研究成果已在中国联通、联想、华为、中兴等企业的核心网、设备产品以及平台中得到广泛应用。

移动互联课题组每年招收 2~3 名硕士或博士研究生，欢迎有志于从事前沿网络与智能领域创新性研究的同学报考我课题组（招生导师：刘敏老师、王煜炜老师）。

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研究方向

移动互联课题组的研究方向包括：

  • 分布式机器学习、联邦学习、边缘智能、大模型应用
  • 无人系统网络协同、移动计算、工业互联网、无线网络
  • 网络安全

指导教师

移动互联课题组的教师包括：

在读学生

移动互联课题组的现在读学生包括：

  • 在读硕士生：吴吕华、文天、唐启勋、潘曲阳、吴致远、李润含
  • 在读博士生：严豫、蒋雪枫、罗俊杰、和敏、薛晶晶、刘庆祥、李叙晶、杨欢、王珊、陈羽丰、田文
  • Alumni：范晓坤、何天流、朱雨晨、张秋平、姜慧、付稚柳、谈昊、张曾琪、庞枭

近期已录用研究工作

完整发表工作请参考 刘敏老师的学术档案 与 王煜炜老师的学术主页


Reliable and Energy-Efficient Communications in Mobile Robotic Networks by Collaborative Beamforming
Min He, Yali Chen, Min Liu, Xiaokun Fan, and Yuchen Zhu
ACM Transactions on Sensor Networks (ACM TOSN)

Tackling Noisy Clients in Federated Learning with End-to-end Label Correction
Xuefeng Jiang, Sheng Sun, Jia Li, Jingjing Xue, Runhan Li, Zhiyuan Wu, Gang Xu, Yuwei Wang, and Min Liu
ACM International Conference on Information and Knowledge Management (ACM CIKM'24)

Online spatio-temporal correlation-based federated learning for traffic flow forecasting
Qingxiang Liu, Sheng Sun, Min Liu, Yuwei Wang, and Bo Gao
IEEE Transactions on Intelligent Transportation Systems (IEEE TITS)

Staleness-Controlled Asynchronous Federated Learning: Accuracy and Efficiency Tradeoff
Sheng Sun, Zengqi Zhang, Quyang Pan, Min Liu, Yuwei Wang, Tianliu He, Yali Chen, and Zhiyuan Wu
IEEE TMC

Adaptive bitrate video caching in UAV-Assisted MEC networks based on distributionally robust optimization [Paper]
Yali Chen, Min Liu, Bo Ai, Yuwei Wang, Sheng Sun
IEEE TMC

UAV-Enabled Federated Learning in Dynamic Environments: Efficiency and Security Trade-off [Paper]
Xiaokun Fan, Yali Chen, Min Liu, Sheng Sun, Zhuotao Liu, Ke Xu, Zhongcheng Li
IEEE TVT

Collaborative non-chain DNN inference with multi-device based on layer parallel [Paper]
Qiuping Zhang, Sheng Sun, Junjie Luo, Min Liu, Zhongcheng Li, Huan Yang, Yuwei Wang
Digital Communications and Networks (DCN)

FedCache: A Knowledge Cache-driven Federated Learning Architecture for Personalized Edge Intelligence [Paper]
Zhiyuan Wu, Sheng Sun, Yuwei Wang*, Min Liu, Ke Xu, Wen Wang, Xuefeng Jiang, Bo Gao, and Jinda Lu
IEEE TMC

FedICT: Federated Multi-task Distillation for Multi-access Edge Computing [Paper]
Zhiyuan Wu, Sheng Sun, Yuwei Wang, Min Liu, Quyang Pan, Xuefeng Jiang, Bo Gao
IEEE TPDS

Agglomerative Federated Learning: Empowering Larger Model Training via End-Edge-Cloud Collaboration [Paper]
Zhiyuan Wu, Sheng Sun, Yuwei Wang*, Min Liu, Bo Gao, Quyang Pan, Tianliu He, and Xuefeng Jiang
IEEE/INFOCOM'24

MJOA-MU: End-to-edge collaborative computation for DNN inference based on model uploading [Paper]
Huan Yang, Sheng Sun, Min Liu, Qiuping Zhang, Yuwei Wang
Computer Networks

FedTrip: A Resource-Efficient Federated Learning Method with Triplet Regularization [Paper]
Xujing Li, Min Liu, Sheng Sun, Yuwei Wang, Hui Jiang, Xuefeng Jiang
IEEE/IPDPS'23

FedBIAD: Communication-Efficient and Accuracy-Guaranteed Federated Learning with Bayesian Inference-Based Adaptive Dropout
Jingjing Xue, Min Liu, Sheng Sun, Yuwei Wang, Hui Jiang, Xuefeng Jiang
IEEE/IPDPS'23

Vehicle-cluster-based opportunistic relays for data collection in intelligent transportation systems [Paper]
Sheng Sun, Zengqi Zhang, Quyang Pan, Min Liu, Zhongcheng Li
Computer Networks

RIS-assisted UAV for fresh data collection in 3d urban environments: A deep reinforcement learning approach [Paper]
Xiaokun Fan, Min Liu, Yali Chen, Sheng Sun, Zhongcheng Li, Xiaobing Guo
IEEE Transactions on Vehicular Technology

Towards federated learning against noisy labels via local self-regularization [Paper]
Xuefeng Jiang, Sheng Sun, Yuwei Wang, Min Liu
ACM/CIKM'22

Network Lifetime Optimization in Multi-hop Industrial Cognitive Radio Sensor Networks [Paper]
Zengqi Zhang, Sheng Sun, Min Liu, Zhongcheng Li
ACM Transactions on Sensor Networks

FedSyL: Computation-efficient federated synergy learning on heterogeneous iot devices [Paper]
Hui Jiang, Min Liu, Sheng Sun, Yuwei Wang, Xiaobing Guo
IEEE/ACM IWQoS'22

Geographic position based hopless opportunistic routing for UAV networks [Paper]
Xiao Pang, Min Liu, Zhongcheng Li, Bo Gao, Xiaobing Guo
Ad Hoc Networks'21

面向多边缘设备协作的任务卸载和服务缓存在线联合优化机制 [Paper]
张秋平， 孙胜， 刘敏， 李忠诚， 张曾琪
计算机研究与发展

Customized federated learning for accelerated edge computing with heterogeneous task targets [Paper]
Hui Jiang, Min Liu, Bo Yang, Qingxiang Liu, Jizhong Li, Xiaobing Guo
Computer Networks

Pharos: A rapid neighbor discovery algorithm for power-restricted wireless sensor networks [Paper]
Yuchen Zhu, Bo Yang, Min Liu, Zhongcheng Li
SECON'19



Updated at June 2024