Machine Against the RAG: Jamming Retrieval-Augmented Generation with Blocker Documents

9 June 2024

Papers citing "Machine Against the RAG: Jamming Retrieval-Augmented Generation with Blocker Documents"

24 / 24 papers shown

Title
Hoist with His Own Petard: Inducing Guardrails to Facilitate Denial-of-Service Attacks on Retrieval-Augmented Generation of LLMs Pan Suo Yu-ming Shang San-Chuan Guo Xi Zhang SILM AAML 45 0 0 30 Apr 2025
Traceback of Poisoning Attacks to Retrieval-Augmented Generation Baolei Zhang Haoran Xin Minghong Fang Zhuqing Liu Biao Yi Tong Li Zheli Liu SILM AAML 59 0 0 30 Apr 2025
Robustness via Referencing: Defending against Prompt Injection Attacks by Referencing the Executed Instruction Y. Chen Haoran Li Yuan Sui Y. Liu Yufei He Y. Song Bryan Hooi AAML SILM 61 0 0 29 Apr 2025
RAG LLMs are Not Safer: A Safety Analysis of Retrieval-Augmented Generation for Large Language Models Bang An Shiyue Zhang Mark Dredze 54 0 0 25 Apr 2025
Retrieval Augmented Generation Evaluation in the Era of Large Language Models: A Comprehensive Survey Aoran Gan Hao Yu Kai Zhang Qi Liu Wenyu Yan Zhenya Huang Shiwei Tong Guoping Hu RALM 3DV 36 0 0 21 Apr 2025
Practical Poisoning Attacks against Retrieval-Augmented Generation Baolei Zhang Y. Chen Minghong Fang Zhuqing Liu Lihai Nie Tong Li Zheli Liu SILM AAML 54 0 0 04 Apr 2025
Universal Zero-shot Embedding Inversion Collin Zhang John X. Morris Vitaly Shmatikov 40 0 0 31 Mar 2025
Poisoned-MRAG: Knowledge Poisoning Attacks to Multimodal Retrieval Augmented Generation Yinuo Liu Zenghui Yuan Guiyao Tie Jiawen Shi Lichao Sun Lichao Sun Neil Zhenqiang Gong 36 1 0 08 Mar 2025
Building Safe GenAI Applications: An End-to-End Overview of Red Teaming for Large Language Models Alberto Purpura Sahil Wadhwa Jesse Zymet Akshay Gupta Andy Luo Melissa Kazemi Rad Swapnil Shinde Mohammad Sorower AAML 64 0 0 03 Mar 2025
The RAG Paradox: A Black-Box Attack Exploiting Unintentional Vulnerabilities in Retrieval-Augmented Generation Systems Chanwoo Choi Jinsoo Kim Sukmin Cho Soyeong Jeong Buru Chang 47 0 0 28 Feb 2025
Can Indirect Prompt Injection Attacks Be Detected and Removed? Yulin Chen Haoran Li Yuan Sui Yufei He Yue Liu Y. Song Bryan Hooi AAML 40 3 0 23 Feb 2025
Topic-FlipRAG: Topic-Orientated Adversarial Opinion Manipulation Attacks to Retrieval-Augmented Generation Models Y. Gong Zhuo Chen Miaokun Chen Fengchang Yu Wei-Tsung Lu XiaoFeng Wang Xiaozhong Liu J. Liu AAML SILM 56 0 0 03 Feb 2025
GASLITEing the Retrieval: Exploring Vulnerabilities in Dense Embedding-based Search Matan Ben-Tov Mahmood Sharif RALM 28 0 0 31 Dec 2024
Adversarial Hubness in Multi-Modal Retrieval Tingwei Zhang Fnu Suya Rishi Jha Collin Zhang Vitaly Shmatikov AAML 78 1 0 18 Dec 2024
Defense Against Prompt Injection Attack by Leveraging Attack Techniques Yulin Chen Haoran Li Zihao Zheng Y. Song Dekai Wu Bryan Hooi SILM AAML 47 4 0 01 Nov 2024
Retrieval-Augmented Generation with Estimation of Source Reliability Jeongyeon Hwang Junyoung Park Hyejin Park Sangdon Park Jungseul Ok RALM 42 0 0 30 Oct 2024
Attack Atlas: A Practitioner's Perspective on Challenges and Pitfalls in Red Teaming GenAI Ambrish Rawat Stefan Schoepf Giulio Zizzo Giandomenico Cornacchia Muhammad Zaid Hameed ... Elizabeth M. Daly Mark Purcell P. Sattigeri Pin-Yu Chen Kush R. Varshney AAML 37 6 0 23 Sep 2024
Unleashing Worms and Extracting Data: Escalating the Outcome of Attacks against RAG-based Inference in Scale and Severity Using Jailbreaking Stav Cohen Ron Bitton Ben Nassi 31 4 0 12 Sep 2024
A Jailbroken GenAI Model Can Cause Substantial Harm: GenAI-powered Applications are Vulnerable to PromptWares Stav Cohen Ron Bitton Ben Nassi SILM 28 5 0 09 Aug 2024
Adversarial Search Engine Optimization for Large Language Models Fredrik Nestaas Edoardo Debenedetti Florian Tramèr AAML 23 4 0 26 Jun 2024
Phantom: General Trigger Attacks on Retrieval Augmented Language Generation Harsh Chaudhari Giorgio Severi John Abascal Matthew Jagielski Christopher A. Choquette-Choo Milad Nasr Cristina Nita-Rotaru Alina Oprea SILM AAML 55 28 0 30 May 2024
The Instruction Hierarchy: Training LLMs to Prioritize Privileged Instructions Eric Wallace Kai Y. Xiao R. Leike Lilian Weng Johannes Heidecke Alex Beutel SILM 47 113 0 19 Apr 2024
Privacy in Large Language Models: Attacks, Defenses and Future Directions Haoran Li Yulin Chen Jinglong Luo Yan Kang Xiaojin Zhang Qi Hu Chunkit Chan Yangqiu Song PILM 38 39 0 16 Oct 2023
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding Alex Jinpeng Wang Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 294 6,927 0 20 Apr 2018