BadRAG: Identifying Vulnerabilities in Retrieval Augmented Generation of Large Language Models

3 June 2024

Papers citing "BadRAG: Identifying Vulnerabilities in Retrieval Augmented Generation of Large Language Models"

28 / 28 papers shown

Title
POISONCRAFT: Practical Poisoning of Retrieval-Augmented Generation for Large Language Models Yangguang Shao Xinjie Lin Haozheng Luo Chengshang Hou G. Xiong J. Yu Junzheng Shi SILM 44 0 0 10 May 2025
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
Practical Poisoning Attacks against Retrieval-Augmented Generation Baolei Zhang Y. Chen Minghong Fang Zhuqing Liu Lihai Nie Tong Li Zheli Liu SILM AAML 62 0 0 04 Apr 2025
TFHE-Coder: Evaluating LLM-agentic Fully Homomorphic Encryption Code Generation Mayank Kumar J. Xue Mengxin Zheng Qian Lou 53 2 0 15 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
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 58 0 0 03 Feb 2025
Poison-RAG: Adversarial Data Poisoning Attacks on Retrieval-Augmented Generation in Recommender Systems Fatemeh Nazary Yashar Deldjoo T. D. Noia AAML SILM 33 3 0 20 Jan 2025
FlippedRAG: Black-Box Opinion Manipulation Adversarial Attacks to Retrieval-Augmented Generation Models Zhuo Chen Y. Gong Miaokun Chen Haotan Liu Qikai Cheng Fan Zhang Wei-Tsung Lu Xiaozhong Liu J. Liu XiaoFeng Wang AAML 44 1 0 06 Jan 2025
Adversarial Hubness in Multi-Modal Retrieval Tingwei Zhang Fnu Suya Rishi Jha Collin Zhang Vitaly Shmatikov AAML 81 1 0 18 Dec 2024
When Machine Unlearning Meets Retrieval-Augmented Generation (RAG): Keep Secret or Forget Knowledge? Shang Wang Tianqing Zhu Dayong Ye Wanlei Zhou MU 38 2 0 20 Oct 2024
PoisonBench: Assessing Large Language Model Vulnerability to Data Poisoning Tingchen Fu Mrinank Sharma Philip H. S. Torr Shay B. Cohen David M. Krueger Fazl Barez AAML 42 7 0 11 Oct 2024
Ward: Provable RAG Dataset Inference via LLM Watermarks Nikola Jovanović Robin Staab Maximilian Baader Martin Vechev 101 1 0 04 Oct 2024
Mitigating Backdoor Threats to Large Language Models: Advancement and Challenges Qin Liu Wenjie Mo Terry Tong Jiashu Xu Fei Wang Chaowei Xiao Muhao Chen AAML 31 4 0 30 Sep 2024
Trustworthiness in Retrieval-Augmented Generation Systems: A Survey Yujia Zhou Yan Liu Xiaoxi Li Jiajie Jin Hongjin Qian Zheng Liu Chaozhuo Li Zhicheng Dou Tsung-Yi Ho Philip S. Yu 3DV RALM 50 27 0 16 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 39 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 33 5 0 09 Aug 2024
Blockchain for Large Language Model Security and Safety: A Holistic Survey Caleb Geren Amanda Board Gaby G. Dagher Tim Andersen Jun Zhuang 44 6 0 26 Jul 2024
Black-Box Opinion Manipulation Attacks to Retrieval-Augmented Generation of Large Language Models Zhuo Chen Jiawei Liu Haotan Liu Qikai Cheng Fan Zhang Wei Lu Xiaozhong Liu AAML 34 6 0 18 Jul 2024
Adversarial Search Engine Optimization for Large Language Models Fredrik Nestaas Edoardo Debenedetti Florian Tramèr AAML 38 4 0 26 Jun 2024
Machine Against the RAG: Jamming Retrieval-Augmented Generation with Blocker Documents Avital Shafran R. Schuster Vitaly Shmatikov 42 27 0 09 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 67 28 0 30 May 2024
Typos that Broke the RAG's Back: Genetic Attack on RAG Pipeline by Simulating Documents in the Wild via Low-level Perturbations Sukmin Cho Soyeong Jeong Jeongyeon Seo Taeho Hwang Jong C. Park SILM AAML 43 26 0 22 Apr 2024
Multi-Task Contrastive Learning for 8192-Token Bilingual Text Embeddings Isabelle Mohr Markus Krimmel Saba Sturua Mohammad Kalim Akram Andreas Koukounas ... Susana Guzman Bo Wang Maximilian Werk Nan Wang Han Xiao 30 15 0 26 Feb 2024
Test-Time Backdoor Attacks on Multimodal Large Language Models Dong Lu Tianyu Pang Chao Du Qian Liu Xianjun Yang Min-Bin Lin AAML 51 21 0 13 Feb 2024
Enhancing Financial Sentiment Analysis via Retrieval Augmented Large Language Models Boyu Zhang Hongyang Yang Tianyu Zhou Muhammad Ali Babar Xiao-Yang Liu AIFin 56 103 0 06 Oct 2023
Large Language Models for Information Retrieval: A Survey Yutao Zhu Huaying Yuan Shuting Wang Jiongnan Liu Wenhan Liu Chenlong Deng Haonan Chen Zhicheng Dou Ji-Rong Wen KELM 44 283 0 14 Aug 2023
TrojText: Test-time Invisible Textual Trojan Insertion Qiang Lou Ye Liu Bo Feng 29 23 0 03 Mar 2023
BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval Models Nandan Thakur Nils Reimers Andreas Rucklé Abhishek Srivastava Iryna Gurevych VLM 229 964 0 17 Apr 2021