Certifiably Robust RAG against Retrieval Corruption

24 May 2024

Papers citing "Certifiably Robust RAG against Retrieval Corruption"

36 / 36 papers shown

Title
Query-driven Document-level Scientific Evidence Extraction from Biomedical Studies Massimiliano Pronesti Joao Bettencourt-Silva Paul Flanagan Alessandra Pascale Oisin Redmond Anya Belz Yufang Hou 36 0 0 09 May 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 64 0 0 30 Apr 2025
Chain-of-Defensive-Thought: Structured Reasoning Elicits Robustness in Large Language Models against Reference Corruption Wenxiao Wang Parsa Hosseini S. Feizi LRM AI4CE 64 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 61 0 0 25 Apr 2025
AlignRAG: Leveraging Critique Learning for Evidence-Sensitive Retrieval-Augmented Reasoning Jiaqi Wei Hao Zhou Xiang Zhang Di Zhang Zijie Qiu Wei Wei Jinzhe Li Wanli Ouyang Siqi Sun 29 0 0 21 Apr 2025
U-NIAH: Unified RAG and LLM Evaluation for Long Context Needle-In-A-Haystack Yunfan Gao Yun Xiong Wenlong Wu Zijing Huang Bohan Li Haoyu Wang 54 3 0 01 Mar 2025
Worse than Zero-shot? A Fact-Checking Dataset for Evaluating the Robustness of RAG Against Misleading Retrievals Linda Zeng Rithwik Gupta Divij Motwani Diji Yang Yi Zhang AAML 41 1 0 22 Feb 2025
HopRAG: Multi-Hop Reasoning for Logic-Aware Retrieval-Augmented Generation Hao Liu Zhengren Wang Xi Chen Z. Li Feiyu Xiong Qinhan Yu W. Zhang LRM 58 3 0 18 Feb 2025
Revisiting Robust RAG: Do We Still Need Complex Robust Training in the Era of Powerful LLMs? Hanxing Ding Shuchang Tao Liang Pang Zihao Wei Liwei Chen Kun Xu Huawei Shen Xueqi Cheng 31 0 0 17 Feb 2025
Mitigating GenAI-powered Evidence Pollution for Out-of-Context Multimodal Misinformation Detection Zehong Yan Peng Qi W. Hsu M. Lee 47 0 0 24 Jan 2025
FlippedRAG: Black-Box Opinion Manipulation Adversarial Attacks to Retrieval-Augmented Generation Models Zhuo Chen Jiawei Liu Miaokun Chen Haotan Liu Qikai Cheng Qikai Cheng Fan Zhang Wei Lu Xiaozhong Liu Xiaofeng Wang AAML 44 1 0 06 Jan 2025
RAG-RewardBench: Benchmarking Reward Models in Retrieval Augmented Generation for Preference Alignment Zhuoran Jin Hongbang Yuan Tianyi Men Pengfei Cao Yubo Chen Kang-Jun Liu Jun Zhao ALM 82 7 0 18 Dec 2024
What External Knowledge is Preferred by LLMs? Characterizing and Exploring Chain of Evidence in Imperfect Context Zhiyuan Chang Mingyang Li Xiaojun Jia Junjie Wang Yuekai Huang Qing Wang Yihao Huang Yang Liu 144 0 0 17 Dec 2024
Context Awareness Gate For Retrieval Augmented Generation Mohammad Hassan Heydari Arshia Hemmat Erfan Naman Afsaneh Fatemi RALM 86 2 0 25 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
Mask-based Membership Inference Attacks for Retrieval-Augmented Generation Mingrui Liu Sixiao Zhang Cheng Long AAML 65 2 0 26 Oct 2024
Astute RAG: Overcoming Imperfect Retrieval Augmentation and Knowledge Conflicts for Large Language Models Fei Wang Xingchen Wan Ruoxi Sun Jiefeng Chen Sercan Ö. Arık RALM 34 7 0 09 Oct 2024
Agent Security Bench (ASB): Formalizing and Benchmarking Attacks and Defenses in LLM-based Agents Hanrong Zhang Jingyuan Huang Kai Mei Yifei Yao Zhenting Wang Chenlu Zhan Hongwei Wang Yongfeng Zhang AAML LLMAG ELM 51 20 0 03 Oct 2024
FaithEval: Can Your Language Model Stay Faithful to Context, Even If "The Moon is Made of Marshmallows" Yifei Ming Senthil Purushwalkam Shrey Pandit Zixuan Ke Xuan-Phi Nguyen Caiming Xiong Shafiq R. Joty HILM 112 16 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 60 28 0 16 Sep 2024
Pandora's Box or Aladdin's Lamp: A Comprehensive Analysis Revealing the Role of RAG Noise in Large Language Models Jinyang Wu Feihu Che Chuyuan Zhang Jianhua Tao Shuai Zhang Pengpeng Shao 33 2 0 24 Aug 2024
Reading with Intent Benjamin Z. Reichman Kartik Talamadupula Toshish Jawale Larry Heck RALM 37 0 0 20 Aug 2024
Black-Box Opinion Manipulation Attacks to Retrieval-Augmented Generation of Large Language Models Zhuo Chen Jiawei Liu Haotan Liu Qikai Cheng Qikai Cheng Wei Lu Xiaozhong Liu AAML 36 6 0 18 Jul 2024
Visual Haystacks: A Vision-Centric Needle-In-A-Haystack Benchmark Tsung-Han Wu Giscard Biamby Jerome Quenum Ritwik Gupta Joseph E. Gonzalez Trevor Darrell David M. Chan VLM 41 7 0 18 Jul 2024
AgentPoison: Red-teaming LLM Agents via Poisoning Memory or Knowledge Bases Zhaorun Chen Zhen Xiang Chaowei Xiao Dawn Song Bo Li LLMAG AAML 39 49 0 17 Jul 2024
Adversarial Search Engine Optimization for Large Language Models Fredrik Nestaas Edoardo Debenedetti Florian Tramèr AAML 40 4 0 26 Jun 2024
InstructRAG: Instructing Retrieval-Augmented Generation via Self-Synthesized Rationales Zhepei Wei Wei-Lin Chen Yu Meng RALM 69 14 0 19 Jun 2024
CrAM: Credibility-Aware Attention Modification in LLMs for Combating Misinformation in RAG Boyi Deng Wenjie Wang Fengbin Zhu Qifan Wang Fuli Feng 38 4 0 17 Jun 2024
ATM: Adversarial Tuning Multi-agent System Makes a Robust Retrieval-Augmented Generator Junda Zhu Lingyong Yan Haibo Shi Dawei Yin Lei Sha RALM 31 5 0 28 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 50 26 0 22 Apr 2024
ClashEval: Quantifying the tug-of-war between an LLM's internal prior and external evidence Kevin Wu Eric Wu James Zou AAML 53 40 0 16 Apr 2024
Corrective Retrieval Augmented Generation Shi-Qi Yan Jia-Chen Gu Yun Zhu Zhen-Hua Ling RALM 137 72 0 29 Jan 2024
Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection Akari Asai Zeqiu Wu Yizhong Wang Avirup Sil Hannaneh Hajishirzi RALM 162 631 0 17 Oct 2023
On the Risk of Misinformation Pollution with Large Language Models Yikang Pan Liangming Pan Wenhu Chen Preslav Nakov Min-Yen Kan Luu Anh Tuan DeLMO 192 110 0 23 May 2023
Attacking Open-domain Question Answering by Injecting Misinformation Liangming Pan Wenhu Chen Min-Yen Kan Luu Anh Tuan HILM AAML 198 22 0 15 Oct 2021
PatchGuard++: Efficient Provable Attack Detection against Adversarial Patches Chong Xiang Prateek Mittal AAML 33 42 0 26 Apr 2021