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Image Credit: Arxiv

Embedding Byzantine Fault Tolerance into Federated Learning via Consistency Scoring

  • Federated learning (FL) enables training a shared model without transmitting private data to a central server.
  • FL is vulnerable to Byzantine attacks from compromised edge devices, degrading model performance.
  • The proposed plugin integrates into existing FL techniques to achieve Byzantine resilience.
  • By generating virtual data samples and evaluating model consistency scores, compromised devices can be filtered out, maintaining the benefits of FL.

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