Poisoning Retrieval Corpora by Injecting Adversarial Passages

29 October 2023

Alexander Wettig

Papers citing "Poisoning Retrieval Corpora by Injecting Adversarial Passages"

22 / 22 papers shown

Title
POISONCRAFT: Practical Poisoning of Retrieval-Augmented Generation for Large Language Models Yangguang Shao Xinjie Lin Haozheng Luo Chengshang Hou G. Xiong Jiahao Yu Junzheng Shi SILM 111 1 0 10 May 2025
RAG LLMs are Not Safer: A Safety Analysis of Retrieval-Augmented Generation for Large Language Models Bang An Shiyue Zhang Mark Dredze 138 5 0 25 Apr 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 92 2 0 08 Mar 2025
Topic-FlipRAG: Topic-Orientated Adversarial Opinion Manipulation Attacks to Retrieval-Augmented Generation Models Jiawei Liu Zhuo Chen Miaokun Chen Fengchang Yu Fan Zhang Xiaofeng Wang Wei Lu Jing Liu AAML SILM 188 1 0 03 Feb 2025
GASLITEing the Retrieval: Exploring Vulnerabilities in Dense Embedding-based Search Matan Ben-Tov Mahmood Sharif RALM 179 1 0 31 Dec 2024
Adversarial Hubness in Multi-Modal Retrieval Tingwei Zhang Fnu Suya Rishi Jha Collin Zhang Vitaly Shmatikov AAML 136 1 0 18 Dec 2024
Steering Knowledge Selection Behaviours in LLMs via SAE-Based Representation Engineering Yu Zhao Alessio Devoto Giwon Hong Xiaotang Du Aryo Pradipta Gema Hongru Wang Xuanli He Kam-Fai Wong Pasquale Minervini KELM LLMSV 105 28 0 21 Oct 2024
Analysing the Residual Stream of Language Models Under Knowledge Conflicts Yu Zhao Xiaotang Du Giwon Hong Aryo Pradipta Gema Alessio Devoto Hongru Wang Xuanli He Kam-Fai Wong Pasquale Minervini KELM 145 1 0 21 Oct 2024
Agent Security Bench (ASB): Formalizing and Benchmarking Attacks and Defenses in LLM-based Agents H. Zhang Jingyuan Huang Kai Mei Yifei Yao Zhenting Wang Chenlu Zhan Hongwei Wang Yongfeng Zhang AAML LLMAG ELM 169 37 0 03 Oct 2024
Machine Against the RAG: Jamming Retrieval-Augmented Generation with Blocker Documents Avital Shafran R. Schuster Vitaly Shmatikov 111 36 0 09 Jun 2024
Unsupervised Dense Information Retrieval with Contrastive Learning Gautier Izacard Mathilde Caron Lucas Hosseini Sebastian Riedel Piotr Bojanowski Armand Joulin Edouard Grave RALM 195 919 0 16 Dec 2021
Adversarial GLUE: A Multi-Task Benchmark for Robustness Evaluation of Language Models Wei Ping Chejian Xu Shuohang Wang Zhe Gan Yu Cheng Jianfeng Gao Ahmed Hassan Awadallah Yangqiu Song VLM ELM AAML 65 225 0 04 Nov 2021
Simple Entity-Centric Questions Challenge Dense Retrievers Christopher Sciavolino Zexuan Zhong Jinhyuk Lee Danqi Chen RALM 78 167 0 17 Sep 2021
BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval Models Nandan Thakur Nils Reimers Andreas Rucklé Abhishek Srivastava Iryna Gurevych VLM 425 1,050 0 17 Apr 2021
Approximate Nearest Neighbor Negative Contrastive Learning for Dense Text Retrieval Lee Xiong Chenyan Xiong Ye Li Kwok-Fung Tang Jialin Liu Paul N. Bennett Junaid Ahmed Arnold Overwijk 139 1,231 0 01 Jul 2020
Universal Adversarial Attacks with Natural Triggers for Text Classification Liwei Song Xinwei Yu Hsuan-Tung Peng Karthik Narasimhan SILM AAML 70 76 0 01 May 2020
ColBERT: Efficient and Effective Passage Search via Contextualized Late Interaction over BERT Omar Khattab Matei A. Zaharia 138 1,376 0 27 Apr 2020
SPECTER: Document-level Representation Learning using Citation-informed Transformers Arman Cohan Sergey Feldman Iz Beltagy Doug Downey Daniel S. Weld AI4TS 81 552 0 15 Apr 2020
HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering Zhilin Yang Peng Qi Saizheng Zhang Yoshua Bengio William W. Cohen Ruslan Salakhutdinov Christopher D. Manning RALM 185 2,689 0 25 Sep 2018
FEVER: a large-scale dataset for Fact Extraction and VERification James Thorne Andreas Vlachos Christos Christodoulopoulos Arpit Mittal HILM 148 1,657 0 14 Mar 2018
Targeted Backdoor Attacks on Deep Learning Systems Using Data Poisoning Xinyun Chen Chang-rui Liu Yue Liu Kimberly Lu Basel Alomair AAML SILM 143 1,852 0 15 Dec 2017
MS MARCO: A Human Generated MAchine Reading COmprehension Dataset Payal Bajaj Daniel Fernando Campos Nick Craswell Li Deng Jianfeng Gao ... Mir Rosenberg Xia Song Alina Stoica Saurabh Tiwary Tong Wang RALM 142 2,741 0 28 Nov 2016