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Lauri Lovén

University of Oulu

P.O. Box 4600

Oulu FIN-90014, 90570

Finland

  • University of Oulu

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From Heterogeneous Data to Convergence: A Data-Centric Review of Federated Learning

Number of pages: 64 Posted: 03 Dec 2025 Last Revised: 09 Jun 2026
Huong Nguyen, Mickaël Bettinelli, Amirhossein Ghaffari, Alexandre Benoit, Tri Hong Nguyen, Susanna Pirttikangas and Lauri Lovén
University of Oulu, affiliation not provided to SSRN, University of Oulu, affiliation not provided to SSRN, Aalto University, University of Oulu and University of Oulu
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Abstract:

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Federated Learning, distributed learning, data heterogeneity, data partitioning, data security, model convergence