Title
PIG: Privacy Jailbreak Attack on LLMs via Gradient-based Iterative In-Context Optimization Y. Wang Yanan Cao Yubing Ren Fang Fang Zheng-Shen Lin Binxing Fang PILM 26 0 0 15 May 2025
Securing RAG: A Risk Assessment and Mitigation Framework Lukas Ammann Sara Ott Christoph R. Landolt Marco P. Lehmann SILM 14 0 0 13 May 2025
Privacy Risks and Preservation Methods in Explainable Artificial Intelligence: A Scoping Review Sonal Allana Mohan Kankanhalli Rozita Dara 27 0 0 05 May 2025
A False Sense of Privacy: Evaluating Textual Data Sanitization Beyond Surface-level Privacy Leakage Rui Xin Niloofar Mireshghallah Shuyue Stella Li Michael Duan Hyunwoo Kim Yejin Choi Yulia Tsvetkov Sewoong Oh Pang Wei Koh 69 1 0 28 Apr 2025
Privacy-Preserving Federated Embedding Learning for Localized Retrieval-Augmented Generation Qianren Mao Qili Zhang Hanwen Hao Zhentao Han Runhua Xu ... Bo Li Y. Song Jin Dong Jianxin Li Philip S. Yu 66 0 0 27 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
Towards Harnessing the Collaborative Power of Large and Small Models for Domain Tasks Yang Janet Liu Bingjie Yan Tianyuan Zou Jianqing Zhang Zixuan Gu ... J. Li Xiaozhou Ye Ye Ouyang Qiang Yang Y. Zhang ALM 95 1 0 24 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 38 0 0 21 Apr 2025
The Other Side of the Coin: Exploring Fairness in Retrieval-Augmented Generation Z. Zhang Ning Li Qi Liu Rui Li W. Gao Qingyang Mao Zhenya Huang Baosheng Yu Dacheng Tao RALM 34 0 0 11 Apr 2025
Enhancing LLM-Based Short Answer Grading with Retrieval-Augmented Generation Yucheng Chu Peng He Hang Li Haoyu Han Kaiqi Yang Yu Xue Tingting Li Joseph Krajcik Jiliang Tang AI4Ed 39 0 0 07 Apr 2025
Tricking Retrievers with Influential Tokens: An Efficient Black-Box Corpus Poisoning Attack Cheng Wang Yiwei Wang Yujun Cai Bryan Hooi AAML 54 0 0 27 Mar 2025
Empowering GraphRAG with Knowledge Filtering and Integration Kai Guo Harry Shomer Shenglai Zeng Haoyu Han Yu Wang Jiliang Tang 61 0 0 18 Mar 2025
Privacy-Aware RAG: Secure and Isolated Knowledge Retrieval Pengcheng Zhou Yinglun Feng Zhongliang Yang SILM 58 0 0 17 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
Transforming Tuberculosis Care: Optimizing Large Language Models For Enhanced Clinician-Patient Communication Daniil Filienko Mahek Nizar Javier Roberti Denise Galdamez Haroon Jakher Sarah Iribarren Weichao Yuwen Martine De Cock LM&MA 31 0 0 28 Feb 2025
Mitigating the Privacy Issues in Retrieval-Augmented Generation (RAG) via Pure Synthetic Data Shenglai Zeng Jiankun Zhang Pengfei He J. Ren Tianqi Zheng Hanqing Lu Han Xu Hui Liu Yue Xing Jiliang Tang 132 9 0 21 Feb 2025
Commercial LLM Agents Are Already Vulnerable to Simple Yet Dangerous Attacks Ang Li Yin Zhou Vethavikashini Chithrra Raghuram Tom Goldstein Micah Goldblum AAML 71 7 0 12 Feb 2025
URAG: Implementing a Unified Hybrid RAG for Precise Answers in University Admission Chatbots -- A Case Study at HCMUT Long Nguyen Tho Quan 41 1 0 27 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
RemoteRAG: A Privacy-Preserving LLM Cloud RAG Service Yihang Cheng Lan Zhang Junyang Wang Mu Yuan Yunhao Yao 77 0 0 17 Dec 2024
Towards Action Hijacking of Large Language Model-based Agent Yuyang Zhang Kangjie Chen Xudong Jiang Yuxiang Sun Run Wang Lina Wang LLMAG AAML 73 2 0 14 Dec 2024
Towards Knowledge Checking in Retrieval-augmented Generation: A Representation Perspective Shenglai Zeng Jiankun Zhang Bingheng Li Yuping Lin Tianqi Zheng ... Hui Liu Hui Liu Yue Xing Monica Xiao Cheng Jiliang Tang RALM 66 3 0 21 Nov 2024
RAG-Thief: Scalable Extraction of Private Data from Retrieval-Augmented Generation Applications with Agent-based Attacks Changyue Jiang Xudong Pan Geng Hong Chenfu Bao Min Yang SILM 72 9 0 21 Nov 2024
SoK: Unifying Cybersecurity and Cybersafety of Multimodal Foundation Models with an Information Theory Approach Ruoxi Sun Jiamin Chang Hammond Pearce Chaowei Xiao B. Li Qi Wu Surya Nepal Minhui Xue 30 0 0 17 Nov 2024
Data Extraction Attacks in Retrieval-Augmented Generation via Backdoors Yuefeng Peng Junda Wang Hong-ye Yu Amir Houmansadr SILM 50 2 0 03 Nov 2024
Mask-based Membership Inference Attacks for Retrieval-Augmented Generation Mingrui Liu Sixiao Zhang Cheng Long AAML 50 2 0 26 Oct 2024
LLaVA Needs More Knowledge: Retrieval Augmented Natural Language Generation with Knowledge Graph for Explaining Thoracic Pathologies Ameer Hamza Abdullah Yong Hyun Ahn Sungyoung Lee Seong Tae Kim 24 2 0 07 Oct 2024
Ward: Provable RAG Dataset Inference via LLM Watermarks Nikola Jovanović Robin Staab Maximilian Baader Martin Vechev 86 1 0 04 Oct 2024
Undesirable Memorization in Large Language Models: A Survey Ali Satvaty Suzan Verberne Fatih Turkmen ELM PILM 69 7 0 03 Oct 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 26 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 34 4 0 12 Sep 2024
Optimizing RAG Techniques for Automotive Industry PDF Chatbots: A Case Study with Locally Deployed Ollama Models Fei Liu Zejun Kang Xing Han 37 4 0 12 Aug 2024
ConfusedPilot: Confused Deputy Risks in RAG-based LLMs Ayush RoyChowdhury Mulong Luo Prateek Sahu Sarbartha Banerjee Mohit Tiwari SILM 38 0 0 09 Aug 2024
Risks, Causes, and Mitigations of Widespread Deployments of Large Language Models (LLMs): A Survey Md. Nazmus Sakib Md Athikul Islam Royal Pathak Md Mashrur Arifin ALM PILM 29 2 0 01 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
SecGenAI: Enhancing Security of Cloud-based Generative AI Applications within Australian Critical Technologies of National Interest Christoforus Yoga Haryanto Minh Hieu Vu Trung Duc Nguyen Emily Lomempow Yulia Nurliana Sona Taheri 22 2 0 01 Jul 2024
Seeing Is Believing: Black-Box Membership Inference Attacks Against Retrieval Augmented Generation Y. Li Gaoyang Liu Yang Yang Chen Wang AAML 33 3 0 27 Jun 2024
InstructRAG: Instructing Retrieval-Augmented Generation via Self-Synthesized Rationales Zhepei Wei Wei-Lin Chen Yu Meng RALM 53 12 0 19 Jun 2024
Unique Security and Privacy Threats of Large Language Model: A Comprehensive Survey Shang Wang Tianqing Zhu Bo Liu Ming Ding Xu Guo Dayong Ye Wanlei Zhou Philip S. Yu PILM 57 16 0 12 Jun 2024
AI Agents Under Threat: A Survey of Key Security Challenges and Future Pathways Zehang Deng Yongjian Guo Changzhou Han Wanlun Ma Junwu Xiong Sheng Wen Yang Xiang 42 22 0 04 Jun 2024
Is My Data in Your Retrieval Database? Membership Inference Attacks Against Retrieval Augmented Generation Maya Anderson Guy Amit Abigail Goldsteen AAML 37 13 0 30 May 2024
A Survey on RAG Meeting LLMs: Towards Retrieval-Augmented Large Language Models Wenqi Fan Yujuan Ding Liang-bo Ning Shijie Wang Hengyun Li Dawei Yin Tat-Seng Chua Qing Li RALM 3DV 38 181 0 10 May 2024
Introducing Super RAGs in Mistral 8x7B-v1 Ayush Thakur Raghav Gupta VLM 33 2 0 13 Apr 2024
Follow My Instruction and Spill the Beans: Scalable Data Extraction from Retrieval-Augmented Generation Systems Zhenting Qi Hanlin Zhang Eric Xing Sham Kakade Hima Lakkaraju SILM 40 17 0 27 Feb 2024
On the Trustworthiness Landscape of State-of-the-art Generative Models: A Survey and Outlook Mingyuan Fan Chengyu Wang Cen Chen Yang Liu Jun Huang HILM 31 3 0 31 Jul 2023
Synthetic Query Generation for Privacy-Preserving Deep Retrieval Systems using Differentially Private Language Models Aldo G. Carranza Rezsa Farahani Natalia Ponomareva Alexey Kurakin Matthew Jagielski Milad Nasr SyDa 12 7 0 10 May 2023
Lift Yourself Up: Retrieval-augmented Text Generation with Self Memory Xin Cheng Di Luo Xiuying Chen Lemao Liu Dongyan Zhao Rui Yan RALM 145 91 0 03 May 2023
Memorization in NLP Fine-tuning Methods Fatemehsadat Mireshghallah Archit Uniyal Tianhao Wang David E. Evans Taylor Berg-Kirkpatrick AAML 61 39 0 25 May 2022
TEM: High Utility Metric Differential Privacy on Text Ricardo Silva Carvalho Theodore Vasiloudis Oluwaseyi Feyisetan 34 36 0 16 Jul 2021
Deduplicating Training Data Makes Language Models Better Katherine Lee Daphne Ippolito A. Nystrom Chiyuan Zhang Douglas Eck Chris Callison-Burch Nicholas Carlini SyDa 237 588 0 14 Jul 2021