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

Shuze Liu, Qianwen Guo, Yushun Dong

Large language models (LLMs) are increasingly deployed through hosted APIs, making model extraction a practical threat to model ownership and service security. However, individual…