Edge-Cloud Collaborative Defense against Backdoor Attacks in Federated Learning
Edge-Cloud Collaborative Defense against Backdoor Attacks in Federated Learning
About this item
Full title
Author / Creator
Yang, Jie , Zheng, Jun , Wang, Haochen , Li, Jiaxing , Sun, Haipeng , Han, Weifeng , Jiang, Nan and Tan, Yu-An
Publisher
Switzerland: MDPI AG
Journal title
Language
English
Formats
Publication information
Publisher
Switzerland: MDPI AG
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Scope and Contents
Contents
Federated learning has a distributed collaborative training mode, widely used in IoT scenarios of edge computing intelligent services. However, federated learning is vulnerable to malicious attacks, mainly backdoor attacks. Once an edge node implements a backdoor attack, the embedded backdoor mode will rapidly expand to all relevant edge nodes, whi...
Alternative Titles
Full title
Edge-Cloud Collaborative Defense against Backdoor Attacks in Federated Learning
Authors, Artists and Contributors
Author / Creator
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Primary Identifiers
Record Identifier
TN_cdi_doaj_primary_oai_doaj_org_article_77c72d582f43455e99467f5645dcec29
Permalink
https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_doaj_primary_oai_doaj_org_article_77c72d582f43455e99467f5645dcec29
Other Identifiers
ISSN
1424-8220
E-ISSN
1424-8220
DOI
10.3390/s23031052
