Securing federated learning with blockchain: a systematic literature review
CC BY
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| Định dạng: | Sách |
| Ngôn ngữ: | English |
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Springer
2023
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| Truy cập trực tuyến: | https://link.springer.com/article/10.1007/s10462-022-10271-9 https://dlib.phenikaa-uni.edu.vn/handle/PNK/8291 |
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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 |
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1764177438585126912 |
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8.881002 |