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7n-07
Pr
Privacy
Severity7/10
Privacy Leakage
Risk that the model reveals personally identifiable information (PII) memorized during training, exposing sensitive data of individuals without their consent.
Periodic recordPrivacyarXiv2025
Arman Zharmagambetov, Chuan Guo, Ivan Evtimov, Maya Pavlova, Ruslan Salakhutdinov, Kamalika Chaudhuri
Mitigation Strategy
Implement Differential Privacy during training, apply data de-identification and anonymization techniques, and perform PII scrubbing before training.
Atomic Number
7
Pr
Risk ID
n-07
Severity
7/10
Severity Level