AAIA: Advanced in AI Audit

By Isaca · Question Mode

QuestionQ77

VerifiedAI Governance and Risk

A healthcare provider uses a machine learning (ML) model trained with patient medical records and is concerned that attackers could reconstruct patient information using crafted queries to the model.

Which of the following is the MOST important consideration when assessing this privacy risk?

Explanation

Differential privacy limits the extent to which a model’s outputs reveal information about any individual training record, making query-based inference or reconstruction of sensitive patient data substantially more difficult. It directly addresses the technical privacy risk posed by crafted model queries.

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