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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  
FedICT: Federated Multi-Task Distillation for Multi-Access Edge Computing 期刊论文
IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2024, 卷号: 35, 期号: 6, 页码: 952-966
作者:  Wu, Zhiyuan;  Sun, Sheng;  Wang, Yuwei;  Liu, Min;  Pan, Quyang;  Jiang, Xuefeng;  Gao, Bo
收藏  |  浏览/下载:1/0  |  提交时间:2024/12/06
Computational modeling  Data models  Training  Servers  Multitasking  Adaptation models  Optimization  Distributed optimization  federated learning  knowledge distillation  multi-access edge computing  multi-task learning  
UAV-Enabled Federated Learning in Dynamic Environments: Efficiency and Security Trade-Off 期刊论文
IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2024, 卷号: 73, 期号: 5, 页码: 6993-7006
作者:  Fan, Xiaokun;  Chen, Yali;  Liu, Min;  Sun, Sheng;  Liu, Zhuotao;  Xu, Ke;  Li, Zhongcheng
收藏  |  浏览/下载:2/0  |  提交时间:2024/12/06
Training  Security  Autonomous aerial vehicles  Energy consumption  Resource management  Data models  Computational modeling  Deep reinforcement learning  federated learning (FL)  physical layer security  resource allocation  unmanned aerial vehicle (UAV)  
Adaptive Bitrate Video Caching in UAV-Assisted MEC Networks Based on Distributionally Robust Optimization 期刊论文
IEEE TRANSACTIONS ON MOBILE COMPUTING, 2024, 卷号: 23, 期号: 5, 页码: 5245-5259
作者:  Chen, Yali;  Liu, Min;  Ai, Bo;  Wang, Yuwei;  Sun, Sheng
收藏  |  浏览/下载:1/0  |  提交时间:2024/12/06
Streaming media  Autonomous aerial vehicles  Optimization  Bit rate  Servers  Robustness  Uncertainty  Adaptive bitrate video caching  mobile edge computing (MEC)  optimization under uncertainty  unmanned aerial vehicle (UAV)  
UAV Trajectory Optimization for Large-Scale and Low-Power Data Collection: An Attention-Reinforced Learning Scheme 期刊论文
IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2024, 卷号: 23, 期号: 4, 页码: 3009-3024
作者:  Zhu, Yuchen;  Yang, Bo;  Liu, Min;  Li, Zhongcheng
收藏  |  浏览/下载:2/0  |  提交时间:2024/12/06
Autonomous aerial vehicles  Sensors  Data collection  Energy consumption  Wireless communication  Optimization  Data models  Unmanned aerial vehicle  trajectory optimization  data collection  attention model  deep reinforcement learning  LoRa  
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