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Federated Learning: A Survey on Privacy-Preserving Collaborative Intelligence

  • Federated Learning (FL) is a transformative paradigm in the field of distributed machine learning.
  • FL enables multiple clients to collaboratively train a shared global model without centralizing sensitive data.
  • This survey provides an overview of FL, covering architecture, communication protocol, challenges, and real-world applications.
  • It also highlights open research problems and future directions in developing scalable and trustworthy FL systems.

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