IJCNLP-AACL 2025 Main conference
VAGUE-Gate: A Plug-and-Play Local-Privacy Shield for Retrieval-Augmented Generation
Arshia Hemmat, Matin Moqadas, Ali Mamanpoosh, Amirmasoud Rismanchian, Afsaneh Fatemi

A client-side epsilon-local differential privacy gate that rewrites retrieved context before it reaches the model, preserving end-to-end guarantees under post-processing across 32 pipeline variants.
A longer write-up of this work is on its way. Until then the paper and the code are the best place to look.