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RAG Security
2 resourcesInfrastructure & Deployment
Vector database security, retrieval poisoning, and embedding attacks
paper reviewed open access 2024
PoisonedRAG: Knowledge Poisoning Attacks to Retrieval-Augmented Generation of Large Language Models
Wei Zou, Runpeng Geng, Binghui Wang + 1 more — arXiv preprint
Demonstrates knowledge poisoning attacks against RAG systems where adversaries inject malicious texts into the knowledge database to manipulate LLM outputs.
paper reviewed open access 2024
ConfusedPilot: Confused Deputy Attacks Against RAG-based Code Assistants
Andrew Patel, Hossein Aboutorab, Ilia Kolochenko — arXiv preprint
Introduces confused deputy attacks against RAG-based code assistants like GitHub Copilot, where poisoned code repositories manipulate assistant outputs.