PrivacyXray: Detecting Privacy Breaches in LLMs through Semantic Consistency and Probability Certainty

Jinwen He

34th USENIX Security Symposium (USENIX Security '25) · Day 3 · Vulnerabilities in LLMs: Privacy, Safety, and Defense

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