LogicPoison attacks GraphRAG by using type-preserving entity swapping to disrupt global graph hubs and query-specific reasoning paths, bypassing defenses and degrading performance more effectively than prior attacks.
In Proceedings of the 34th USENIX Conference on Se- curity Symposium, SEC ’25, USA
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LogicPoison: Logical Attacks on Graph Retrieval-Augmented Generation
LogicPoison attacks GraphRAG by using type-preserving entity swapping to disrupt global graph hubs and query-specific reasoning paths, bypassing defenses and degrading performance more effectively than prior attacks.