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Home/Authors/Yujuan Ding

Yujuan Ding

1 indexed paper

Recent (6 mo)
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Publications per year

1
26

Top categories

Crypto×1AI×1Databases×1

Frequent co-authors

Chengliang Liu1×
Liangbo Ning1×
Wenqi Fan1×

Research Timeline

2026
Inference Cost Attacks for Retrieval-Augmented Large Language Models

This paper introduces a novel attack, RA-ICA, that targets RAG-enhanced LLMs by poisoning external knowledge bases to drastically increase inference costs, achieving up to a 13.12x increase in token consumption.

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Papers

cs.CRcs.AIcs.DBRecentMay 31, 2026

Inference Cost Attacks for Retrieval-Augmented Large Language Models

Chengliang Liu, Liangbo Ning, Yujuan Ding, Wenqi Fan

This paper introduces a novel attack, RA-ICA, that targets RAG-enhanced LLMs by poisoning external knowledge bases to drastically increase inference costs, achieving up to a 13.12x increase in token c…

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