Conformal Privacy Auditing: Calibrated Re-identification Attacks with Statistical Guarantees

Shuo Huang, Gholamreza Haffari, Xingliang Yuan +2

Empirical identity leakage from released text is increasingly driven by attackers that combine large language models (LLMs) with auxiliary knowledge to link documents to individual…