Challenges in centralized federated learning

Kuzibayev, Khudayshukur, Beymamatov, Khudoybergan

Techscience.uz - техника фанлари долзарб масалалри · 2026-yil

Annotatsiya

Federated Learning (FL) has recently attracted increasing attention due to its ability to enable knowledge sharing while preserving user data, protecting privacy, improving learning efficiency, and reducing communication overhead. Unlike Centralized Federated Learning (CFL), Decentralized Federated Learning (DFL) is based on a decentralized network architecture that eliminates the need for a central server. DFL enables direct communication among clients, thereby significantly reducing communication resource consumption.

Maqola ma’lumotlari
MualliflarKuzibayev, Khudayshukur, Beymamatov, Khudoybergan
JurnalTechscience.uz - техника фанлари долзарб масалалри
NashriyotЖиззах политехника институти
ISSN3030-3702, 3030-3702
Nashr sanasi2026-01-31
Jild4
Son1
Betlar19-28
TilIngliz
Ilmiy sohaTexnika
DOI10.47390/ts-v4i1y2026n03
Indeksga qo‘shilgan2026-08-26

DOI: 10.47390/ts-v4i1y2026n03 · Maqolaning asl sahifasi

Kalit so‘zlar

federated learning, decentralized learning, network, privacy preservation, Internet of Things (IoT)., Federativ o ‘qitish, markazlashtirilmagan o‘rganish, tarmoq, maxfiylikni saqlash, buyumlar interneti (Internet of Things, IoT).

Ilmiy soha

Texnika

Iqtibos keltirish

APAKuzibayev, Khudayshukur, & Beymamatov, Khudoybergan (2026). CHALLENGES IN CENTRALIZED FEDERATED LEARNING. Techscience.uz - техника фанлари долзарб масалалри, 4(1), 19-28. https://doi.org/10.47390/ts-v4i1y2026n03
GOST (OAK)Kuzibayev, Khudayshukur, Beymamatov, Khudoybergan CHALLENGES IN CENTRALIZED FEDERATED LEARNING // Techscience.uz - техника фанлари долзарб масалалри. – 2026. – T. 4, № 1. – P. 19-28. – DOI: 10.47390/ts-v4i1y2026n03.
MLAKuzibayev, Khudayshukur, and Beymamatov, Khudoybergan. “CHALLENGES IN CENTRALIZED FEDERATED LEARNING.” Techscience.uz - техника фанлари долзарб масалалри, 4(1), 19-28, 2026. https://doi.org/10.47390/ts-v4i1y2026n03
ChicagoKuzibayev, Khudayshukur, and Beymamatov, Khudoybergan. “CHALLENGES IN CENTRALIZED FEDERATED LEARNING.” Techscience.uz - техника фанлари долзарб масалалри, 4(1), 19-28 (2026). https://doi.org/10.47390/ts-v4i1y2026n03
HarvardKuzibayev, Khudayshukur, and Beymamatov, Khudoybergan (2026) ‘CHALLENGES IN CENTRALIZED FEDERATED LEARNING’, Techscience.uz - техника фанлари долзарб масалалри, 4(1), 19-28. https://doi.org/10.47390/ts-v4i1y2026n03
BibTeX
@article{kuzibayevkhudayshukur2026,
  title = {CHALLENGES IN CENTRALIZED FEDERATED LEARNING},
  author = {Kuzibayev, Khudayshukur and Beymamatov, Khudoybergan},
  journal = {Techscience.uz - техника фанлари долзарб масалалри},
  year = {2026},
  volume = {4},
  number = {1},
  pages = {19-28},
  doi = {10.47390/ts-v4i1y2026n03},
  url = {https://doi.org/10.47390/ts-v4i1y2026n03}
}

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