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Inference Cost Attacks for Retrieval-Augmented Large Language Models

Chengliang Liu, Liangbo Ning, Yujuan Ding, Wenqi Fan
Jun 3, 2026 at 04:00
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arXiv:2606.02643v1 Announce Type: cross Abstract: Retrieval-Augmented Generation (RAG)-enhanced LLM systems, while powerful, introduce substantial inference costs due to the inclusion of an extra multi-stage pipeline that dynamically retrieves and synthesizes information from external knowledge sources. This high operational cost exposes a...

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