RAG Security and Privacy: Formalizing the Threat Model and Attack Surface
Authors: Atousa Arzanipour, Rouzbeh Behnia, Reza Ebrahimi, Kaushik Dutta | Published: 2025-09-24
Poisoning attack on RAG
Adversarial Distilled Retrieval-Augmented Guarding Model for Online Malicious Intent Detection
Authors: Yihao Guo, Haocheng Bian, Liutong Zhou, Ze Wang, Zhaoyi Zhang, Francois Kawala, Milan Dean, Ian Fischer, Yuantao Peng, Noyan Tokgozoglu, Ivan Barrientos, Riyaaz Shaik, Rachel Li, Chandru Venkataraman, Reza Shifteh Far, Moses Pawar, Venkat Sundaranatha, Michael Xu, Frank Chu | Published: 2025-09-18
Who Taught the Lie? Responsibility Attribution for Poisoned Knowledge in Retrieval-Augmented Generation
Authors: Baolei Zhang, Haoran Xin, Yuxi Chen, Zhuqing Liu, Biao Yi, Tong Li, Lihai Nie, Zheli Liu, Minghong Fang | Published: 2025-09-17
AI Agentic Vulnerability Injection And Transformation with Optimized Reasoning
Authors: Amine Lbath, Massih-Reza Amini, Aurelien Delaitre, Vadim Okun | Published: 2025-08-28
Disabling Self-Correction in Retrieval-Augmented Generation via Stealthy Retriever Poisoning
Authors: Yanbo Dai, Zhenlan Ji, Zongjie Li, Kuan Li, Shuai Wang | Published: 2025-08-27
Incident Response Planning Using a Lightweight Large Language Model with Reduced Hallucination
Authors: Kim Hammar, Tansu Alpcan, Emil C. Lupu | Published: 2025-08-07
Fine-Grained Privacy Extraction from Retrieval-Augmented Generation Systems via Knowledge Asymmetry Exploitation
Authors: Yufei Chen, Yao Wang, Haibin Zhang, Tao Gu | Published: 2025-07-31
PhishIntentionLLM: Uncovering Phishing Website Intentions through Multi-Agent Retrieval-Augmented Generation
Authors: Wenhao Li, Selvakumar Manickam, Yung-wey Chong, Shankar Karuppayah | Published: 2025-07-21
The Dark Side of LLMs Agent-based Attacks for Complete Computer Takeover
Authors: Matteo Lupinacci, Francesco Aurelio Pironti, Francesco Blefari, Francesco Romeo, Luigi Arena, Angelo Furfaro | Published: 2025-07-09
The Hidden Threat in Plain Text: Attacking RAG Data Loaders
Authors: Alberto Castagnaro, Umberto Salviati, Mauro Conti, Luca Pajola, Simeone Pizzi | Published: 2025-07-07