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Flexible LAN-WAN Orchestration for Communication Efficient Federated Learning over Large-Scale Mobile Devices

  • 【作者】Jinliang Yuan,Qing Li,Fan Dang,Xiaofang Mu,Hui Qi,Mengwei Xu,Shangguang Wang
  • 【会议名称】2024 IEEE 30th International Conference on Parallel and Distributed Systems (ICPADS)
  • 【作者单位】Department of Automation, Tsinghua University, China State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, China Global Innovation Exchange (GIX), Tsinghua University, China College of Computer Science and Technology, Taiyuan Normal University, China","Shanxi Key Laboratory of Intelligent Optimization Computing and Blockchain Technology, China
  • 【召开年】2024
  • 【会议地点】Belgrade, Serbia
  • 【关键词】Wide area networks Training Wireless communication Protocols Costs Accuracy Federated learning Bandwidth Topology Local area networks 
  • 【摘要】 Federated learning has been widely adopted as a privacy-preserving model training paradigm. However, traditional FL protocol heavily relies on data transmission between clients and servers across the wide-area network , which is tightly constrained ...
  • 【文献类型】 会议论文
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