RAG

AutoPentest: Enhancing Vulnerability Management With Autonomous LLM Agents

Authors: Julius Henke | Published: 2025-05-15
LLM Security
RAG
Indirect Prompt Injection

Securing RAG: A Risk Assessment and Mitigation Framework

Authors: Lukas Ammann, Sara Ott, Christoph R. Landolt, Marco P. Lehmann | Published: 2025-05-13 | Updated: 2025-05-21
LLM Security
RAG
Poisoning attack on RAG

AutoPatch: Multi-Agent Framework for Patching Real-World CVE Vulnerabilities

Authors: Minjae Seo, Wonwoo Choi, Myoungsung You, Seungwon Shin | Published: 2025-05-07
RAG
Model DoS
Vulnerability Analysis

The Steganographic Potentials of Language Models

Authors: Artem Karpov, Tinuade Adeleke, Seong Hah Cho, Natalia Perez-Campanero | Published: 2025-05-06
RAG
Author Contribution
Watermark

Directed Greybox Fuzzing via Large Language Model

Authors: Hanxiang Xu, Yanjie Zhao, Haoyu Wang | Published: 2025-05-06
RAG
Prompt Injection
Vulnerability Analysis

Pr$εε$mpt: Sanitizing Sensitive Prompts for LLMs

Authors: Amrita Roy Chowdhury, David Glukhov, Divyam Anshumaan, Prasad Chalasani, Nicolas Papernot, Somesh Jha, Mihir Bellare | Published: 2025-04-07
RAG
Indirect Prompt Injection
Privacy Analysis

Tricking Retrievers with Influential Tokens: An Efficient Black-Box Corpus Poisoning Attack

Authors: Cheng Wang, Yiwei Wang, Yujun Cai, Bryan Hooi | Published: 2025-03-27
RAG
Poisoning attack on RAG
Vulnerability of Adversarial Examples

Language Models May Verbatim Complete Text They Were Not Explicitly Trained On

Authors: Ken Ziyu Liu, Christopher A. Choquette-Choo, Matthew Jagielski, Peter Kairouz, Sanmi Koyejo, Percy Liang, Nicolas Papernot | Published: 2025-03-21 | Updated: 2025-03-25
RAG
Membership Disclosure Risk
Adversarial attack

SOSecure: Safer Code Generation with RAG and StackOverflow Discussions

Authors: Manisha Mukherjee, Vincent J. Hellendoorn | Published: 2025-03-17
RAG
Poisoning attack on RAG
Vulnerability detection

Privacy-Aware RAG: Secure and Isolated Knowledge Retrieval

Authors: Pengcheng Zhou, Yinglun Feng, Zhongliang Yang | Published: 2025-03-17
RAG
Poisoning attack on RAG
Cryptography