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ISACA Advanced in AI Audit (AAIA) · Isaca
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Even if an external attacker were to query the model... "Was this patient's data used?" "Can we generate this individual's information?" "Perform a membership inference attack." To prevent such attacks, Differential Privacy add noise to the training process to disperse information and prevent them from determining whether personal data was used.