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

Name: PrivacyXray: Detecting Privacy Breaches in LLMs through Semantic Consistency and Probability Certainty
Duration: 15 min
Description: Talk from 34th USENIX Security Symposium (USENIX Security '25).

Jinwen He

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