Poisoning attack on RAG

Hackers or Hallucinators? A Comprehensive Analysis of LLM-Based Automated Penetration Testing

Authors: Jiaren Peng, Zeqin Li, Chang You, Yan Wang, Hanlin Sun, Xuan Tian, Shuqiao Zhang, Junyi Liu, Jianguo Zhao, Renyang Liu, Haoran Ou, Yuqiang Sun, Jiancheng Zhang, Yutong Jiao, Kunshu Song, Chao Zhang, Fan Shi, Hongda Sun, Rui Yan, Cheng Huang | Published: 2026-04-07
RAG
Poisoning attack on RAG
Framework

MA-IDS: Multi-Agent RAG Framework for IoT Network Intrusion Detection with an Experience Library

Authors: Md Shamimul Islam, Luis G. Jaimes, Ayesha S. Dina | Published: 2026-04-07
IoT Security Framework
RAG
Poisoning attack on RAG

SoK: The Attack Surface of Agentic AI — Tools, and Autonomy

Authors: Ali Dehghantanha, Sajad Homayoun | Published: 2026-03-24
RAG
Poisoning attack on RAG
Risk Management

Towards Secure Retrieval-Augmented Generation: A Comprehensive Review of Threats, Defenses and Benchmarks

Authors: Yanming Mu, Hao Hu, Feiyang Li, Qiao Yuan, Jiang Wu, Zichuan Liu, Pengcheng Liu, Mei Wang, Hongwei Zhou, Yuling Liu | Published: 2026-03-23
RAG
Poisoning attack on RAG
データ毒性攻撃

Network- and Device-Level Cyber Deception for Contested Environments Using RL and LLMs

Authors: Abhijeet Sahu, Shuva Paul, Rochard Macwan | Published: 2026-03-18
LLM Performance Evaluation
Poisoning attack on RAG
Evaluation Method

KEPo: Knowledge Evolution Poison on Graph-based Retrieval-Augmented Generation

Authors: Qizhi Chen, Chao Qi, Yihong Huang, Muquan Li, Rongzheng Wang, Dongyang Zhang, Ke Qin, Shuang Liang | Published: 2026-03-12
Poisoning attack on RAG
データ毒性
Content Specialized for Toxicity Attacks

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG

Authors: Junchen Li, Chao Qi, Rongzheng Wang, Qizhi Chen, Liang Xu, Di Liang, Bob Simons, Shuang Liang | Published: 2026-03-04
LLM Performance Evaluation
RAG
Poisoning attack on RAG

LLM-enabled Applications Require System-Level Threat Monitoring

Authors: Yedi Zhang, Haoyu Wang, Xianglin Yang, Jin Song Dong, Jun Sun | Published: 2026-02-23
Poisoning attack on RAG
Model Extraction Attack
監視手法

Agentic AI as a Cybersecurity Attack Surface: Threats, Exploits, and Defenses in Runtime Supply Chains

Authors: Xiaochong Jiang, Shiqi Yang, Wenting Yang, Yichen Liu, Cheng Ji | Published: 2026-02-23
Poisoning attack on RAG
データ毒性
Vulnerability Analysis

Differentially Private Retrieval-Augmented Generation

Authors: Tingting Tang, James Flemings, Yongqin Wang, Murali Annavaram | Published: 2026-02-16
RAG
Poisoning attack on RAG
Differential Privacy