Personalized Federated Learning With Server-Side Information
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Access"
DOI: 10.1109/access.2022.3221401
Abstract: Personalized Federated Learning (FL) is an emerging research field in FL that learns an easily adaptable global model in the presence of data heterogeneity among clients. However, one of the main challenges for personalized FL… read more here.
Keywords: federated learning; personalized federated; server side; side information ... See more keywords
Metadata and Image Features Co-Aware Personalized Federated Learning for Smart Healthcare.
Sign Up to like & getrecommendations! Published in 2023 at "IEEE journal of biomedical and health informatics"
DOI: 10.1109/jbhi.2023.3279096
Abstract: Recently, artificial intelligence has been widely used in intelligent disease diagnosis and has achieved great success. However, most of the works mainly rely on the extraction of image features but ignore the use of clinical… read more here.
Keywords: diagnosis; federated learning; personalized federated; image features ... See more keywords
CPFL: An Effective Secure Cognitive Personalized Federated Learning Mechanism for Industry 4.0
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Industrial Informatics"
DOI: 10.1109/tii.2022.3150324
Abstract: While promoting the intelligence in industrial production, Industry 4.0 has also caused privacy leaks concurrently. As a possible solution, the existing personalized federated learning relies too much on a good global model to fine-tune or… read more here.
Keywords: mechanism industry; federated learning; cognitive personalized; personalized federated ... See more keywords