Author

José Mairton Barros da Silva

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#machine learning Preprint Sep 2026

Personalized Federated Learning through Global Knowledge Distillation and Local Head Adaptation

Component-wise diagnostics and convergence results support the role of persistent heads and distillation-guided local optimization under label-skewed data and suggest that pFedKDH obtains the best accuracy in most settings.

Polycarpo Souza, José Mairton Barros da Silva, C. Cavalcante · 0 citations