differential privacy 1dynamic risk assessment 1privacy preservation 1prompt-aware protection 1retrieval-augmented generation 1
From the 1 of 3 linked papers with an AI index.
3 papers
cs.CR2026
Code-Poisoning Property Inference Attacks
Xukun Luan, Yuhui Gong, Gang Zhang +4
The flourishing code hosting platforms and coding agents enable even beginners with private data to build tailored Machine Learning (ML) models using available code quickly. The tr…
cs.CR2026
Is External Database Protection Static in Retrieval-Augmented Generation? Rethinking Privacy Preservation under Dynamic Queries
Gang Zhang, Mingyu Tian, Xukun Luan +2
The paper studies privacy leaks in retrieval‑augmented generation and introduces a prompt‑aware dynamic hierarchical differential privacy method that adapts protection based on the…
cs.CR2026
VLALeaks: Membership Inference Attacks against Vision-Language-Action Models
Xukun Luan, Jinyan Liu, Xuesong Li +4
Vision-Language-Action (VLA) models enable end-to-end robot control and have garnered widespread attention. However, the memorization of training data inherent to VLA, coupled with…