Emerging trends in federated learning: from model fusion to federated X learning

Shaoxiong Ji; Yue Tan; Teemu Saravirta; Zhiqin Yang; Yixin Liu; Lauri Vasankari; Shirui Pan; Guodong Long; Anwar Walid

doi:10.1007/s13042-024-02119-1

Emerging trends in federated learning: from model fusion to federated X learning

Shaoxiong Ji
, Yue Tan
, Teemu Saravirta
, Zhiqin Yang
, Yixin Liu
, Lauri Vasankari
, Shirui Pan
, Guodong Long
, Anwar Walid

Research output: Contribution to journal › Article › Scientific › peer-review

Original language	English
Journal	International Journal of Machine Learning and Cybernetics
Volume	15
Issue number	9
Pages (from-to)	3769-3790
Number of pages	22
ISSN	1868-8071
DOIs	https://doi.org/10.1007/s13042-024-02119-1
Publication status	Published - Sept 2024
MoE publication type	A1 Journal article-refereed

Fields of Science

Federated learning
Learning algorithms
Model fusion
113 Computer and information sciences

Access to Document

10.1007/s13042-024-02119-1Licence: CC BY

s13042-024-02119-1Final published version, 1.06 MBLicence: CC BY

Cite this

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title = "Emerging trends in federated learning: from model fusion to federated X learning",

keywords = "Federated learning, Learning algorithms, Model fusion, 113 Computer and information sciences",

author = "Shaoxiong Ji and Yue Tan and Teemu Saravirta and Zhiqin Yang and Yixin Liu and Lauri Vasankari and Shirui Pan and Guodong Long and Anwar Walid",

year = "2024",

month = sep,

doi = "10.1007/s13042-024-02119-1",

language = "English",

volume = "15",

pages = "3769--3790",

journal = "International Journal of Machine Learning and Cybernetics",

issn = "1868-8071",

publisher = "Springer Science + Business Media",

number = "9",

}

TY - JOUR

T1 - Emerging trends in federated learning

T2 - from model fusion to federated X learning

AU - Ji, Shaoxiong

AU - Tan, Yue

AU - Saravirta, Teemu

AU - Yang, Zhiqin

AU - Liu, Yixin

AU - Vasankari, Lauri

AU - Pan, Shirui

AU - Long, Guodong

AU - Walid, Anwar

PY - 2024/9

Y1 - 2024/9

KW - Federated learning

KW - Learning algorithms

KW - Model fusion

KW - 113 Computer and information sciences

U2 - 10.1007/s13042-024-02119-1

DO - 10.1007/s13042-024-02119-1

M3 - Article

SN - 1868-8071

VL - 15

SP - 3769

EP - 3790

JO - International Journal of Machine Learning and Cybernetics

JF - International Journal of Machine Learning and Cybernetics

IS - 9

ER -