AIBullisharXiv – CS AI · 6h ago6/10
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The Gaussian-Head OFL Family: One-Shot Federated Learning from Client Global Statistics
Researchers introduce Gaussian-Head OFL, a one-shot federated learning method that reduces communication overhead to a single round by transmitting only statistical summaries instead of full models. The approach combines closed-form Gaussian classifiers with synthetic data generation, achieving competitive accuracy while maintaining privacy and eliminating dependency on public datasets.