RAG

Language Models May Verbatim Complete Text They Were Not Explicitly Trained On

Authors: Ken Ziyu Liu, Christopher A. Choquette-Choo, Matthew Jagielski, Peter Kairouz, Sanmi Koyejo, Percy Liang, Nicolas Papernot | Published: 2025-03-21 | Updated: 2025-03-25
RAG
メンバーシップ開示リスク
敵対的攻撃

SOSecure: Safer Code Generation with RAG and StackOverflow Discussions

Authors: Manisha Mukherjee, Vincent J. Hellendoorn | Published: 2025-03-17
RAG
RAGへのポイズニング攻撃
脆弱性検出

Privacy-Aware RAG: Secure and Isolated Knowledge Retrieval

Authors: Pengcheng Zhou, Yinglun Feng, Zhongliang Yang | Published: 2025-03-17
RAG
RAGへのポイズニング攻撃
暗号学

TFHE-Coder: Evaluating LLM-agentic Fully Homomorphic Encryption Code Generation

Authors: Mayank Kumar, Jiaqi Xue, Mengxin Zheng, Qian Lou | Published: 2025-03-15
Few-Shot Learning
RAG
深層学習

SoK: Knowledge is All You Need: Accelerating Last Mile Delivery for Automated Provenance-based Intrusion Detection with LLMs

Authors: Wenrui Cheng, Tiantian Zhu, Chunlin Xiong, Haofei Sun, Zijun Wang, Shunan Jing, Mingqi Lv, Yan Chen | Published: 2025-03-05 | Updated: 2025-04-28
RAG
出力の有害度の算出
攻撃検出

Riddle Me This! Stealthy Membership Inference for Retrieval-Augmented Generation

Authors: Ali Naseh, Yuefeng Peng, Anshuman Suri, Harsh Chaudhari, Alina Oprea, Amir Houmansadr | Published: 2025-02-01 | Updated: 2025-06-30
RAG
プロンプトリーキング
メンバーシップ推論

RAG-WM: An Efficient Black-Box Watermarking Approach for Retrieval-Augmented Generation of Large Language Models

Authors: Peizhuo Lv, Mengjie Sun, Hao Wang, Xiaofeng Wang, Shengzhi Zhang, Yuxuan Chen, Kai Chen, Limin Sun | Published: 2025-01-09
RAG
ウォーターマーキング
透かし評価

Evaluating and Improving the Robustness of Security Attack Detectors Generated by LLMs

Authors: Samuele Pasini, Jinhan Kim, Tommaso Aiello, Rocio Cabrera Lozoya, Antonino Sabetta, Paolo Tonella | Published: 2024-11-27 | Updated: 2025-09-17
RAG
RAGへのポイズニング攻撃
評価手法

When Machine Unlearning Meets Retrieval-Augmented Generation (RAG): Keep Secret or Forget Knowledge?

Authors: Shang Wang, Tianqing Zhu, Dayong Ye, Wanlei Zhou | Published: 2024-10-20 | Updated: 2025-10-13
RAG
RAGへのポイズニング攻撃
プライバシー保護技術

On the Vulnerability of Applying Retrieval-Augmented Generation within Knowledge-Intensive Application Domains

Authors: Xun Xian, Ganghua Wang, Xuan Bi, Jayanth Srinivasa, Ashish Kundu, Charles Fleming, Mingyi Hong, Jie Ding | Published: 2024-09-12
RAG
ポイズニング