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Image Credit: Arxiv

Covariances for Free: Exploiting Mean Distributions for Federated Learning with Pre-Trained Models

  • This research proposes a training-free method for federated learning with pre-trained models.
  • The method utilizes an unbiased estimator of class covariance matrices.
  • It only requires the communication of class means, reducing communication costs.
  • The approach improves performance by 4-26% compared to existing methods with the same communication cost.

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