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Image Credit: Arxiv

Enhancing the Performance of Global Model by Improving the Adaptability of Local Models in Federated Learning

  • Federated learning involves training a global model from local models, but heterogeneous data distributions and data privacy pose challenges.
  • This study focuses on improving the adaptability of local models to enhance the performance of the global model.
  • The method introduces the concept of adaptability of local models and proposes a solution to optimize it without direct knowledge of other clients' data distributions.
  • Experimental results show that this approach boosts the adaptability of local models, leading to better overall performance compared to baseline methods.

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