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FedCache: A Knowledge Cache-Driven Federated Learning Architecture for Personalized Edge Intelligence 期刊论文
IEEE TRANSACTIONS ON MOBILE COMPUTING, 2024, 卷号: 23, 期号: 10, 页码: 9368-9382
作者:  Wu, Zhiyuan;  Sun, Sheng;  Wang, Yuwei;  Liu, Min;  Xu, Ke;  Wang, Wen;  Jiang, Xuefeng;  Gao, Bo;  Lu, Jinda
收藏  |  浏览/下载:1/0  |  提交时间:2024/12/06
Computer architecture  Training  Servers  Computational modeling  Data models  Adaptation models  Performance evaluation  Distributed architecture  edge computing  personalized federated learning  knowledge distillation  communication efficiency  
Reliable and Energy-Efficient Communications in Mobile Robotic Networks by Collaborative Beamforming 期刊论文
ACM TRANSACTIONS ON SENSOR NETWORKS, 2024, 卷号: 20, 期号: 5, 页码: 24
作者:  He, Min;  Chen, Yali;  Liu, Min;  Fan, Xiaokun;  Zhu, Yuchen
收藏  |  浏览/下载:2/0  |  提交时间:2024/12/06
Collaborative beamforming  distributed reinforcement learning  energy efficiency  mobile robotic networks  reliable communications  
Online Spatio-Temporal Correlation-Based Federated Learning for Traffic Flow Forecasting 期刊论文
IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2024, 页码: 13
作者:  Liu, Qingxiang;  Sun, Sheng;  Liu, Min;  Wang, Yuwei;  Gao, Bo
收藏  |  浏览/下载:1/0  |  提交时间:2024/12/06
Predictive models  Forecasting  Servers  Correlation  Data models  Federated learning  Adaptation models  online learning  spatio-temporal correlation  traffic flow forecasting  
Exploring the Distributed Knowledge Congruence in Proxy-data-free Federated Distillation 期刊论文
ACM TRANSACTIONS ON INTELLIGENT SYSTEMS AND TECHNOLOGY, 2024, 卷号: 15, 期号: 2, 页码: 34
作者:  Wu, Zhiyuan;  Sun, Sheng;  Wang, Yuwei;  Liu, Min;  Pan, Quyang;  Zhang, Junbo;  Li, Zeju;  Liu, Qingxiang
收藏  |  浏览/下载:1/0  |  提交时间:2024/12/06
Federated learning  knowledge distillation  proxy-data-free  model heterogeneity  
MJOA-MU: End-to-edge collaborative computation for DNN inference based on model uploading 期刊论文
COMPUTER NETWORKS, 2023, 卷号: 231, 页码: 17
作者:  Yang, Huan;  Sun, Sheng;  Liu, Min;  Zhang, Qiuping;  Wang, Yuwei
收藏  |  浏览/下载:16/0  |  提交时间:2023/12/04
DNN inference  Model uploading  DNN partitioning  Resource allocation  
Vehicle-cluster-based opportunistic relays for data collection in intelligent transportation systems 期刊论文
COMPUTER NETWORKS, 2023, 卷号: 220, 页码: 13
作者:  Sun, Sheng;  Zhang, Zengqi;  Pan, Quyang;  Liu, Min;  Li, Zhongcheng
收藏  |  浏览/下载:20/0  |  提交时间:2023/07/12
Intelligent transportation system  Channel allocation  Device association  
Customized Federated Learning for accelerated edge computing with heterogeneous task targets 期刊论文
COMPUTER NETWORKS, 2020, 卷号: 183, 页码: 13
作者:  Jiang, Hui;  Liu, Min;  Yang, Bo;  Liu, Qingxiang;  Li, Jizhong;  Guo, Xiaobing
收藏  |  浏览/下载:35/0  |  提交时间:2021/12/01
Edge computing  Federated Learning  Convergence performance