Articles with "faker" as a keyword



Can We Trust the Similarity Measurement in Federated Learning?

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Published in 2025 at "IEEE Transactions on Information Forensics and Security"

DOI: 10.1109/tifs.2024.3516567

Abstract: Is it secure to measure the reliability of local models by similarity in federated learning (FL)? This paper delves into an unexplored security threat concerning applying similarity metrics, such as the $L_{2}$ norm, Euclidean distance,… read more here.

Keywords: local models; faker; similarity metrics; model ... See more keywords