Survey of Backdoor Attack and Defense Algorithms Based on Federated Learning

被引:0
|
作者
Liu, Jialang [1 ]
Guo, Yanming [1 ]
Lao, Mingrui [1 ]
Yu, Tianyuan [1 ]
Wu, Yulun [1 ]
Feng, Yunhao [1 ]
Wu, Jiazhuang [1 ]
机构
[1] Laboratory for Big Data and Decision, National University of Defense Technology, Changsha,410000, China
关键词
Compendex;
D O I
10.7544/issn1000-1239.202440487
中图分类号
学科分类号
摘要
Federated learning
引用
收藏
页码:2607 / 2626
相关论文
共 50 条
  • [1] Defense against backdoor attack in federated learning
    Lu, Shiwei
    Li, Ruihu
    Liu, Wenbin
    Chen, Xuan
    [J]. COMPUTERS & SECURITY, 2022, 121
  • [2] DAGUARD: distributed backdoor attack defense scheme under federated learning
    Yu, Shengxing
    Chen, Zekai
    Chen, Zhong
    Liu, Ximeng
    [J]. Tongxin Xuebao/Journal on Communications, 2023, 44 (05): : 110 - 122
  • [3] Survey of Textual Backdoor Attack and Defense
    Zheng, Mingyu
    Lin, Zheng
    Liu, Zhengxiao
    Fu, Peng
    Wang, Weiping
    [J]. Jisuanji Yanjiu yu Fazhan/Computer Research and Development, 2024, 61 (01): : 221 - 242
  • [4] Federated Learning Backdoor Attack Based on Frequency Domain Injection
    Liu, Jiawang
    Peng, Changgen
    Tan, Weijie
    Shi, Chenghui
    [J]. ENTROPY, 2024, 26 (02)
  • [5] Survey on model inversion attack and defense in federated learning
    Wang, Dong
    Qin, Qianqian
    Guo, Kaitian
    Liu, Rongke
    Yan, Weipeng
    Ren, Yizhi
    Luo, Qingcai
    Shen, Yanzhao
    [J]. Tongxin Xuebao/Journal on Communications, 2023, 44 (11): : 94 - 109
  • [6] Survey on Attack Methods and Defense Mechanisms in Federated Learning
    Zhang, Shiwen
    Chen, Shuang
    Liang, Wei
    Li, Renfa
    [J]. Computer Engineering and Applications, 2024, 60 (05) : 1 - 16
  • [7] Backdoor defense method in federated learning based on contrastive training
    Zhang, Jiale
    Zhu, Chengcheng
    Cheng, Xiang
    Sun, Xiaobing
    Chen, Bing
    [J]. Tongxin Xuebao/Journal on Communications, 2024, 45 (03): : 182 - 196
  • [8] BayBFed: Bayesian Backdoor Defense for Federated Learning
    Kumari, Kavita
    Rieger, Phillip
    Fereidooni, Hossein
    Jadliwala, Murtuza
    Sadeghi, Ahmad-Reza
    [J]. 2023 IEEE SYMPOSIUM ON SECURITY AND PRIVACY, SP, 2023, : 737 - 754
  • [9] Shadow backdoor attack: Multi-intensity backdoor attack against federated learning
    Ren, Qixian
    Zheng, Yu
    Yang, Chao
    Li, Yue
    Ma, Jianfeng
    [J]. COMPUTERS & SECURITY, 2024, 139
  • [10] Sniper Backdoor: Single Client Targeted Backdoor Attack in Federated Learning
    Abad, Gorka
    Paguada, Servio
    Ersoy, Oguzhan
    Picek, Stjepan
    Ramirez-Duran, Victor Julio
    Urbieta, Aitor
    [J]. 2023 IEEE CONFERENCE ON SECURE AND TRUSTWORTHY MACHINE LEARNING, SATML, 2023, : 377 - 391