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MIRROR: Novelty-Constrained Memory-Guided MCTS for Red-Teaming Agentic RAG Systems
MIRROR introduces a novel red-teaming approach for multimodal agentic retrieval-augmented generation (RAG) systems, addressing diverse attack vectors beyond prompt injection. It improves on existing methods that often reuse known attack templates, achieving lower duplication rates on text-poisoning...
As RAG systems expand attack surfaces to include text poisoning, image injection, and tool manipulation, more robust and innovative red-teaming methods like MIRROR are needed to identify vulnerabilities. This approach helps enhance security by uncovering novel attack strategies that traditional met...
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Score 76
Source Type arxiv
Reposts 0
Topic Quality 56
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