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Home/Authors/Qianwen Guo

Qianwen Guo

1 indexed paper

Recent (6 mo)
1
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Publications per year

1
26

Top categories

Crypto×1NLP×1

Frequent co-authors

Shuze Liu1×
Yushun Dong1×

Research Timeline

2026
An Embarrassingly Simple Detector for Model Extraction Attacks in Large Language Model API Traffic

The paper proposes an embarrassingly simple detector that monitors model extraction attacks by testing whether the aggregate distribution of incoming LLM queries deviates from the historical distribution of benign traffic.

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Papers

cs.CRcs.CLRecentJun 4, 2026

An Embarrassingly Simple Detector for Model Extraction Attacks in Large Language Model API Traffic

Shuze Liu, Qianwen Guo, Yushun Dong

The paper proposes an embarrassingly simple detector that monitors model extraction attacks by testing whether the aggregate distribution of incoming LLM queries deviates from the historical distribut…

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