clustered federated learning 1distributed expectation-maximization 1federated learning 1metadata clustering 1privacy-preserving learning 1
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stat.ML2026
A survey on Clustered Federated Learning: Taxonomy, Analysis and Applications
Michael Ben Ali, Omar El-Rifai, Imen Megdiche +2
As Federated Learning (FL) expands, the challenge of non-independent and identically distributed (non-IID) data becomes critical. Clustered Federated Learning (CFL) addresses this…
stat.ML2024
Comparative Evaluation of Clustered Federated Learning Methods
Michael Ben Ali, Omar El-Rifai, Imen Megdiche +2
Over recent years, Federated Learning (FL) has proven to be one of the most promising methods of distributed learning which preserves data privacy. As the method evolved and was co…