AuthChain poisons a single document to achieve high-success attacks on RAG systems for multi-hop queries across six LLMs while evading defenses.
Machine against the rag: Jamming retrieval-augmented generation with blocker documents
2 Pith papers cite this work. Polarity classification is still indexing.
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cs.CR 2years
2025 2verdicts
UNVERDICTED 2representative citing papers
The method prompts LLMs to output both answers and references to the executed instructions, then filters out any answers not linked to the original input instructions, reducing attack success rates to zero in tested scenarios while preserving utility.
citing papers explorer
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One Shot Dominance: Knowledge Poisoning Attack on Retrieval-Augmented Generation Systems
AuthChain poisons a single document to achieve high-success attacks on RAG systems for multi-hop queries across six LLMs while evading defenses.
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Robustness via Referencing: Defending against Prompt Injection Attacks by Referencing the Executed Instruction
The method prompts LLMs to output both answers and references to the executed instructions, then filters out any answers not linked to the original input instructions, reducing attack success rates to zero in tested scenarios while preserving utility.