RAGへのポイズニング攻撃

Connect the Dots: Knowledge Graph-Guided Crawler Attack on Retrieval-Augmented Generation Systems

Authors: Mengyu Yao, Ziqi Zhang, Ning Luo, Shaofei Li, Yifeng Cai, Xiangqun Chen, Yao Guo, Ding Li | Published: 2026-01-22
RAGへのポイズニング攻撃
ロバスト性評価
知識グラフ設計

Lightweight LLMs for Network Attack Detection in IoT Networks

Authors: Piyumi Bhagya Sudasinghe, Kushan Sudheera Kalupahana Liyanage, Harsha S. Gardiyawasam Pussewalage | Published: 2026-01-21
IoTセキュリティリスク
LLM活用
RAGへのポイズニング攻撃

LADFA: A Framework of Using Large Language Models and Retrieval-Augmented Generation for Personal Data Flow Analysis in Privacy Policies

Authors: Haiyue Yuan, Nikolay Matyunin, Ali Raza, Shujun Li | Published: 2026-01-15
RAG
RAGへのポイズニング攻撃
プライバシー保護

KryptoPilot: An Open-World Knowledge-Augmented LLM Agent for Automated Cryptographic Exploitation

Authors: Xiaonan Liu, Zhihao Li, Xiao Lan, Hao Ren, Haizhou Wang, Xingshu Chen | Published: 2026-01-14
LLM活用
RAG
RAGへのポイズニング攻撃

SoK: Privacy Risks and Mitigations in Retrieval-Augmented Generation Systems

Authors: Andreea-Elena Bodea, Stephen Meisenbacher, Alexandra Klymenko, Florian Matthes | Published: 2026-01-07
RAG
RAGへのポイズニング攻撃
プライバシー保護技術

Systematization of Knowledge: Security and Safety in the Model Context Protocol Ecosystem

Authors: Shiva Gaire, Srijan Gyawali, Saroj Mishra, Suman Niroula, Dilip Thakur, Umesh Yadav | Published: 2025-12-09
RAGへのポイズニング攻撃
サイバーセキュリティ
情報セキュリティ

EmoRAG: Evaluating RAG Robustness to Symbolic Perturbations

Authors: Xinyun Zhou, Xinfeng Li, Yinan Peng, Ming Xu, Xuanwang Zhang, Miao Yu, Yidong Wang, Xiaojun Jia, Kun Wang, Qingsong Wen, XiaoFeng Wang, Wei Dong | Published: 2025-12-01
RAGへのポイズニング攻撃
サイバーセキュリティ
データ汚染検出

GRAPHTEXTACK: A Realistic Black-Box Node Injection Attack on LLM-Enhanced GNNs

Authors: Jiaji Ma, Puja Trivedi, Danai Koutra | Published: 2025-11-16
RAGへのポイズニング攻撃
悪意のある行為者の分類
情報セキュリティ

Large Language Models for Cyber Security

Authors: Raunak Somani, Aswani Kumar Cherukuri | Published: 2025-11-06
RAGへのポイズニング攻撃
インダイレクトプロンプトインジェクション
情報セキュリティ

RAGRank: Using PageRank to Counter Poisoning in CTI LLM Pipelines

Authors: Austin Jia, Avaneesh Ramesh, Zain Shamsi, Daniel Zhang, Alex Liu | Published: 2025-10-23
RAG
RAGへのポイズニング攻撃
サイバー脅威インテリジェンス