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Buyer-Initiated Auction Mechanism for Data Redemption in Machine Unlearning

  • The rapid growth of artificial intelligence (AI) has raised privacy concerns over user data.
  • Machine unlearning allows AI service providers to remove user data from trained models and training datasets to comply with privacy regulations like GDPR and CCPA.
  • To balance the cost of unlearning and privacy protection, a buyer-initiated auction mechanism for data redemption is proposed.
  • The mechanism enables service providers to purchase data from willing users with appropriate compensation, maximizing social welfare.

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