FedBnR: Mitigating federated learning Non-IID problem by breaking the skewed task and reconstructing representation

被引：0
|
作者：
Wang, Chao [1 ]
Xia, Hui [1 ]
Xu, Shuo [1 ]
Chi, Hao [1 ]
Zhang, Rui [1 ]
Hu, Chunqiang [2 ]
机构：
[1] School of Computer Science and Technology, Ocean University of China, Shandong Province, Qingdao,266100, China
[2] School of Big Data and Software Engineering, ChongQing University, Chongqing,400044, China
来源：
Future Generation Computer Systems | 2024年 / 153卷
关键词：
D O I：
暂无
中图分类号：
学科分类号：
摘要：
Machine learning
引用
收藏
页码：1 / 11
相关论文
共 50 条
  • [31] Entropy to Mitigate Non-IID Data Problem on Federated Learning for the Edge Intelligence Environment
    Orlandi, Fernanda C.
    Dos Anjos, Julio C. S.
    Leithardt, Valderi R. Q.
    De Paz Santana, Juan Francisco
    Geyer, Claudio F. R.
    IEEE ACCESS, 2023, 11 : 78845 - 78857
  • [32] Accelerating Federated learning on non-IID data against stragglers
    Zhang, Yupeng
    Duan, Lingjie
    Cheung, Ngai-Man
    2022 IEEE INTERNATIONAL CONFERENCE ON SENSING, COMMUNICATION, AND NETWORKING (SECON WORKSHOPS), 2022, : 43 - 48
  • [33] Inverse Distance Aggregation for Federated Learning with Non-IID Data
    Yeganeh, Yousef
    Farshad, Azade
    Navab, Nassir
    Albarqouni, Shadi
    DOMAIN ADAPTATION AND REPRESENTATION TRANSFER, AND DISTRIBUTED AND COLLABORATIVE LEARNING, DART 2020, DCL 2020, 2020, 12444 : 150 - 159
  • [34] FEDERATED PAC-BAYESIAN LEARNING ON NON-IID DATA
    Zhao, Zihao
    Liu, Yang
    Ding, Wenbo
    Zhang, Xiao-Ping
    2024 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING, ICASSP 2024, 2024, : 5945 - 5949
  • [35] FedSG: Subgraph Federated Learning on Multiple Non-IID Graphs
    Wang, Yingcheng
    Guo, Songtao
    Qiao, Dewen
    2023 19TH INTERNATIONAL CONFERENCE ON MOBILITY, SENSING AND NETWORKING, MSN 2023, 2023, : 504 - 511
  • [36] A General Federated Learning Scheme with Blockchain on Non-IID Data
    Wu, Hao
    Zhao, Shengnan
    Zhao, Chuan
    Jing, Shan
    INFORMATION SECURITY AND CRYPTOLOGY, INSCRYPT 2023, PT I, 2024, 14526 : 126 - 140
  • [37] Experimenting With Normalization Layers in Federated Learning on Non-IID Scenarios
    Casella, Bruno
    Esposito, Roberto
    Sciarappa, Antonio
    Cavazzoni, Carlo
    Aldinucci, Marco
    IEEE ACCESS, 2024, 12 : 47961 - 47971
  • [38] FedProc: Prototypical contrastive federated learning on non-IID data
    Mu, Xutong
    Shen, Yulong
    Cheng, Ke
    Geng, Xueli
    Fu, Jiaxuan
    Zhang, Tao
    Zhang, Zhiwei
    FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2023, 143 : 93 - 104
  • [39] Data independent warmup scheme for non-IID federated learning
    Arafeh, Mohamad
    Ould-Slimane, Hakima
    Otrok, Hadi
    Mourad, Azzam
    Talhi, Chamseddine
    Damiani, Ernesto
    INFORMATION SCIENCES, 2023, 623 : 342 - 360
  • [40] FedPD: A Federated Learning Framework With Adaptivity to Non-IID Data
    Zhang, Xinwei
    Hong, Mingyi
    Dhople, Sairaj
    Yin, Wotao
    Liu, Yang
    IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2021, 69 (69) : 6055 - 6070
12345