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RTIFed: A Reputation based Triple-step Incentive mechanism for energy-aware Federated learning over battery-constricted devices 期刊论文
COMPUTER NETWORKS, 2024, 卷号: 241, 页码: 14
作者:  Wen, Tian;  Zhang, Hanqing;  Zhang, Han;  Wu, Huixin;  Wang, Danxin;  Liu, Xiuwen;  Zhang, Weishan;  Wang, Yuwei;  Cao, Shaohua
收藏  |  浏览/下载:14/0  |  提交时间:2024/05/20
Federated learning  Incentive mechanism  Energy efficiency  Client activation  Stackelberg game  
How to Tame Mobility in Federated Learning Over Mobile Networks? 期刊论文
IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2023, 卷号: 22, 期号: 12, 页码: 9640-9657
作者:  Peng, Yan;  Tang, Xiaogang;  Zhou, Yiqing;  Hou, Yuenan;  Li, Jintao;  Qi, Yanli;  Liu, Ling;  Lin, Hai
收藏  |  浏览/下载:16/0  |  提交时间:2024/05/20
Federated learning  user mobility  resource allocation  convergence analysis  
Hierarchical Decentralized Federated Learning Framework with Adaptive Clustering: Bloom-Filter-Based Companions Choice for Learning Non-IID Data in IoV 期刊论文
ELECTRONICS, 2023, 卷号: 12, 期号: 18, 页码: 18
作者:  Liu, Siyuan;  Liu, Zhiqiang;  Xu, Zhiwei;  Liu, Wenjing;  Tian, Jie
收藏  |  浏览/下载:13/0  |  提交时间:2023/12/04
Internet of Vehicles  hierarchical decentralized federated learning  in-network compact representation  vehicle clustering  
FedIERF: Federated Incremental Extremely Random Forest for Wearable Health Monitoring 期刊论文
JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY, 2023, 卷号: 38, 期号: 5, 页码: 970-984
作者:  Hu, Chun-Yu;  Hu, Li-Sha;  Yuan, Lin;  Lu, Dian-Jie;  Lyu, Lei;  Chen, Yi-Qiang
收藏  |  浏览/下载:8/0  |  提交时间:2024/05/20
federated learning  incremental learning  random forest  wearable health monitoring  
Federated Data Quality Assessment Approach: Robust Learning With Mixed Label Noise 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2023, 页码: 15
作者:  Zeng, Bixiao;  Yang, Xiaodong;  Chen, Yiqiang;  Yu, Hanchao;  Hu, Chunyu;  Zhang, Yingwei
收藏  |  浏览/下载:14/0  |  提交时间:2023/12/04
Noise measurement  Servers  Task analysis  Adaptation models  Data models  Data integrity  Computers  Data quality assessment  federated learning (FL)  noise-robust algorithm  
MetaFed: Federated Learning Among Federations With Cyclic Knowledge Distillation for Personalized Healthcare 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2023, 页码: 12
作者:  Chen, Yiqiang;  Lu, Wang;  Qin, Xin;  Wang, Jindong;  Xie, Xing
收藏  |  浏览/下载:12/0  |  提交时间:2023/12/04
Federated learning (FL)  healthcare  knowledge distillation (KD)  personalization  transfer learning  
Optimizing Training Efficiency and Cost of Hierarchical Federated Learning in Heterogeneous Mobile-Edge Cloud Computing 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2023, 卷号: 42, 期号: 5, 页码: 1518-1531
作者:  Cui, Yangguang;  Cao, Kun;  Zhou, Junlong;  Wei, Tongquan
收藏  |  浏览/下载:13/0  |  提交时间:2023/12/04
Training  Servers  Cloud computing  Delays  Costs  Computational modeling  Prototypes  Device frequency determination  federated learning (FL)  high efficiency  low cost  mobile-edge cloud computing (MECC)  user selection  
CLC: A Consensus-based Label Correction Approach in Federated Learning 期刊论文
ACM TRANSACTIONS ON INTELLIGENT SYSTEMS AND TECHNOLOGY, 2022, 卷号: 13, 期号: 5, 页码: 23
作者:  Zeng, Bixiao;  Yang, Xiaodong;  Chen, Yiqiang;  Yu, Hanchao;  Zhang, Yingwei
收藏  |  浏览/下载:19/0  |  提交时间:2023/07/12
Federated learning  data evaluation  consensus mechanism  
Adaptive Federated Learning With Non-IID Data 期刊论文
COMPUTER JOURNAL, 2022, 页码: 15
作者:  Zeng, Yan;  Mu, Yuankai;  Yuan, Junfeng;  Teng, Siyuan;  Zhang, Jilin;  Wan, Jian;  Ren, Yongjian;  Zhang, Yunquan
收藏  |  浏览/下载:19/0  |  提交时间:2023/07/12
Federated Learning  Model Aggregation  Non-IID  
DHSA: efficient doubly homomorphic secure aggregation for cross-silo federated learning 期刊论文
JOURNAL OF SUPERCOMPUTING, 2022, 页码: 31
作者:  Liu, Zizhen;  Chen, Si;  Ye, Jing;  Fan, Junfeng;  Li, Huawei;  Li, Xiaowei
收藏  |  浏览/下载:24/0  |  提交时间:2022/12/07
Federated learning  Security  Efficient  Homomorphic