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Fair detection of poisoning attacks in federated learning on non-i.i.d. data

Reconciling machine learning with individual privacy is one of the main motivations behind federated learning (FL), a decentralized machine learning technique that aggregates partial models trained by clients on their own private data to obtain a global deep learning model. Even if FL provides stron...

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Detalles Bibliográficos
Autores principales: Singh, Ashneet Khandpur, Blanco-Justicia, Alberto, Domingo-Ferrer, Josep
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9812008/
https://www.ncbi.nlm.nih.gov/pubmed/36619003
http://dx.doi.org/10.1007/s10618-022-00912-6