Profile-DP: Differential Privacy for User-Controlled Profile Release in Personalized LLM Inference

Mingchen Li, Zifan Peng, Kewei Sha +5

Personalized large language models (LLMs) increasingly rely on profile-conditioned inference, pairing public requests with rich, user-specific facts. This paradigm exposes the user…