Yubing Ren

PIG: Privacy Jailbreak Attack on LLMs via Gradient-based Iterative In-Context Optimization

2025 · arXiv (Cornell University)

Large Language Models (LLMs) excel in various domains but pose inherent privacy risks. Existing methods to evaluate privacy leakage in LLMs often use memorized prefixes or simple instructions to extract data, both of which well-alignment …