Towards multi-party targeted model poisoning attacks against federated learning systems

The federated learning framework builds a deep learning model collaboratively by a group of connected devices via only sharing local parameter updates to the central parameter server. Nonetheless, the lack of transparency in the local data resource makes it prone to adversarial federated attacks, wh...

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Bibliographic Details
Main Authors: Zheyi Chen, Pu Tian, Weixian Liao, Wei Yu
Format: Article
Language:English
Published: Elsevier 2021-06-01
Series:High-Confidence Computing
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S2667295221000039