Shuze Liu
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126
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Crypto×1NLP×1
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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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