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LEAD-IMPLEMENTER · Question #266

During a security audit, security analysts discover that an attacker has been repeatedly querying a black-box machine learning model to infer whether certain sensitive data points were part of the…

The correct answer is C. Membership inference attack. See the full explanation below for the reasoning.

Question

During a security audit, security analysts discover that an attacker has been repeatedly querying a black-box machine learning model to infer whether certain sensitive data points were part of the training dataset. By doing so, the attacker was able to determine if a specific individual's data was used in training. What threat does this attack represent?

Options

  • ABackdoor in the training set
  • BData poisoning
  • CMembership inference attack

How the community answered

(49 responses)
  • A
    6% (3)
  • B
    16% (8)
  • C
    78% (38)

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