3 papers
cs.CR2026
Agent-Assisted Side-Channel Attacks on Non-Prefix KV Cache in RAG
He Sun, Shinan Liu, Siyuan Ma +3
Modern Large Language Model (LLM) serving engines increasingly rely on Retrieval-Augmented Generation (RAG) and non-prefix Key-Value (KV) cache fusion to accelerate long-context, m…
cs.LG2026
LEA: Label Enumeration Attack in Vertical Federated Learning
Wenhao Jiang, Shaojing Fu, Yuchuan Luo +1
A typical Vertical Federated Learning (VFL) scenario involves several participants collaboratively training a machine learning model, where each party has different features for th…
cs.CR2025
Federated Large Language Models: Feasibility, Robustness, Security and Future Directions
Wenhao Jiang, Yuchuan Luo, Guilin Deng +6
The integration of Large Language Models (LLMs) and Federated Learning (FL) presents a promising solution for joint training on distributed data while preserving privacy and addres…