Membership Inference Attack

A membership inference attack attempts to determine whether a specific data record was part of a model's training dataset. For enterprise AI agents, successful membership inference can reveal that sensitive customer or employee data was used in training — a significant privacy and regulatory risk under GDPR and similar frameworks.