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

arXiv:2610.27213v1 Announce Type: cross Abstract: Personalized large language models (LLMs) increasingly rely on profile-conditioned inference, pairing public requests with rich, user-specific facts. This paradigm exposes the user profile itself, together with