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Securing federated learning with blockchain: a systematic literature review

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Bibliographic Details
Main Authors: Attia, Qammar, Ahmad, Karim, Huansheng, Ning
Format: Book
Language:English
Published: Springer 2023
Subjects:
FL
Online Access:https://link.springer.com/article/10.1007/s10462-022-10271-9
https://dlib.phenikaa-uni.edu.vn/handle/PNK/8291
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spelling oai:localhost:PNK-82912023-04-25T07:33:42Z Securing federated learning with blockchain: a systematic literature review Attia, Qammar Ahmad, Karim Huansheng, Ning FL CC BY Federated learning (FL) is a promising framework for distributed machine learning that trains models without sharing local data while protecting privacy. FL exploits the concept of collaborative learning and builds privacy-preserving models. Nevertheless, the integral features of FL are fraught with problems, such as the disclosure of private information, the unreliability of uploading model parameters to the server, the communication cost, etc. Blockchain, as a decentralized technology, is able to improve the performance of FL without requiring a centralized server and also solves the above problems. In this paper, a systematic literature review on the integration of Blockchain in federated learning was considered with the analysis of the existing FL problems that can be compensated. 2023-04-25T07:33:42Z 2023-04-25T07:33:42Z 2022 Book https://link.springer.com/article/10.1007/s10462-022-10271-9 https://dlib.phenikaa-uni.edu.vn/handle/PNK/8291 en application/pdf Springer
institution Digital Phenikaa
collection Digital Phenikaa
language English
topic FL
spellingShingle FL
Attia, Qammar
Ahmad, Karim
Huansheng, Ning
Securing federated learning with blockchain: a systematic literature review
description CC BY
format Book
author Attia, Qammar
Ahmad, Karim
Huansheng, Ning
author_facet Attia, Qammar
Ahmad, Karim
Huansheng, Ning
author_sort Attia, Qammar
title Securing federated learning with blockchain: a systematic literature review
title_short Securing federated learning with blockchain: a systematic literature review
title_full Securing federated learning with blockchain: a systematic literature review
title_fullStr Securing federated learning with blockchain: a systematic literature review
title_full_unstemmed Securing federated learning with blockchain: a systematic literature review
title_sort securing federated learning with blockchain: a systematic literature review
publisher Springer
publishDate 2023
url https://link.springer.com/article/10.1007/s10462-022-10271-9
https://dlib.phenikaa-uni.edu.vn/handle/PNK/8291
_version_ 1764177438585126912
score 8.881002

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