BASS: A Blockchain-Based Asynchronous SignSGD Architecture for Efficient and Secure Federated Learning

被引:0
|
作者
Xu, Chenhao [1 ]
Ge, Jiaqi [2 ]
Deng, Yao [3 ]
Gao, Longxiang [4 ,5 ]
Zhang, Mengshi [6 ]
Li, Yong [7 ]
Zhou, Wanlei [8 ]
Zheng, Xi [3 ]
机构
[1] Deakin University, School of Information Technology, Geelong,VIC,3220, Australia
[2] Jilin University, Jilin, Changchun,130012, China
[3] Macquarie University, Macquarie Park,NSW,2109, Australia
[4] Qilu University of Technology (Shandong Academy of Sciences), Key Laboratory of Computing Power Network and Information Security, Ministry of Education, Shandong Computer Science Center, Jinan,250316, China
[5] Qilu University of Technology (Shandong Academy of Sciences), Shandong Provincial Key Laboratory of Computer Networks, Shandong Fundamental Research Center for Computer Science, Jinan,250316, China
[6] Facebook, Menlo Park,CA,94025, United States
[7] Changchun University of Technology, School of Information Technology, Jilin, Changchun,130012, China
[8] City University of Macau, China
关键词
Blockchain - Data privacy - Denial-of-service attack - Gradient methods - Learning systems - Network security - Stochastic models - Stochastic systems;
D O I
10.1109/TDSC.2024.3374809
中图分类号
学科分类号
摘要
引用
收藏
页码:5388 / 5402
相关论文
共 50 条
  • [1] BASS: Blockchain-Based Asynchronous SignSGD for Robust Collaborative Data Mining
    Xu, Chenhao
    Qu, Youyang
    Xiang, Yong
    Gao, Longxiang
    Smith, David
    Yu, Shui
    [J]. 2022 IEEE 9TH INTERNATIONAL CONFERENCE ON DATA SCIENCE AND ADVANCED ANALYTICS (DSAA), 2022, : 314 - 320
  • [2] BAFL: An Efficient Blockchain-Based Asynchronous Federated Learning Framework
    Xu, Chenhao
    Qu, Youyang
    Eklund, Peter W.
    Xiang, Yong
    Gao, Longxiang
    [J]. 26TH IEEE SYMPOSIUM ON COMPUTERS AND COMMUNICATIONS (IEEE ISCC 2021), 2021,
  • [3] Secure and Efficient Blockchain-Based Federated Learning Approach for VANETs
    Asad, Muhammad
    Shaukat, Saima
    Javanmardi, Ehsan
    Nakazato, Jin
    Bao, Naren
    Tsukada, Manabu
    [J]. IEEE INTERNET OF THINGS JOURNAL, 2024, 11 (05): : 9047 - 9055
  • [4] An Robust Secure Blockchain-Based Hierarchical Asynchronous Federated Learning Scheme for Internet of Things
    Chen, Yonghui
    Linglongyan
    Daxiangai
    [J]. IEEE Access, 2024, 12 : 165280 - 165297
  • [5] BAFL: A Blockchain-Based Asynchronous Federated Learning Framework
    Feng, Lei
    Zhao, Yiqi
    Guo, Shaoyong
    Qiu, Xuesong
    Li, Wenjing
    Yu, Peng
    [J]. IEEE TRANSACTIONS ON COMPUTERS, 2022, 71 (05) : 1092 - 1103
  • [6] Blockchain-based Secure Client Selection in Federated Learning
    Nguyen, Truc
    Thai, Phuc
    Jeter, Tre R.
    Dinht, Thang N.
    Thai, My T.
    [J]. 2022 IEEE INTERNATIONAL CONFERENCE ON BLOCKCHAIN AND CRYPTOCURRENCY (IEEE ICBC 2022), 2022,
  • [7] BCAFL: A Blockchain-Based Framework for Asynchronous Federated Learning Protection
    Yun, Jian
    Lu, Yusheng
    Liu, Xinyu
    [J]. ELECTRONICS, 2023, 12 (20)
  • [8] ESB-FL: Efficient and Secure Blockchain-Based Federated Learning with Fair Payment
    Chen B.
    Zeng H.
    Xiang T.
    Guo S.
    Zhang T.
    Liu Y.
    [J]. IEEE Transactions on Big Data, 2024, 10 (06): : 1 - 1
  • [9] Time-Efficient Blockchain-Based Federated Learning
    Lin, Rongping
    Wang, Fan
    Luo, Shan
    Wang, Xiong
    Zukerman, Moshe
    [J]. IEEE-ACM TRANSACTIONS ON NETWORKING, 2024,
  • [10] Effective Blockchain-Based Asynchronous Federated Learning for Edge-Computing
    Gao, Zhipeng
    Li, Huangqi
    Lin, Yijing
    Chai, Ze
    Yang, Yang
    Rui, Lanlan
    [J]. COLLABORATIVE COMPUTING: NETWORKING, APPLICATIONS AND WORKSHARING, COLLABORATECOM 2022, PT I, 2022, 460 : 514 - 532