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A Survey on Unlearnable Data

  • Unlearnable data (ULD) is a defense technique to prevent machine learning models from learning meaningful patterns from specific data, protecting data privacy and security.
  • This survey provides a comprehensive review of ULD, including data generation methods, evaluation metrics, and practical applications.
  • Different ULD approaches are compared and contrasted in terms of unlearnability, imperceptibility, efficiency, and robustness.
  • The survey also explores challenges and future research directions to enhance the effectiveness and applicability of ULD in data protection for machine learning.

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