Zhi-Liang Tian

Only Pay What You Must Spend: On-Demand Privacy Budget Payment for Differentially Private RAG

Deploying large language models (LLMs) on sensitive data via Retrieval-Augmented Generation (RAG) introduces severe privacy risks. Recent studies apply Differential Privacy (DP) to LLMs with RAG for formal privacy guarantees. However, existing DP-RAG frameworks rapidly exhaust the privacy budget. Although recent effort...