Ping Lu
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126
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2026
How Vulnerable Are Edge LLMs?
The paper investigates the security risk of extracting knowledge from quantized LLMs deployed on edge devices, showing that structured querying can effectively bypass quantization protections.
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cs.CRcs.CLcs.LGRecentMar 25, 2026
How Vulnerable Are Edge LLMs?
Ao Ding, Hongzong Li, Zi Liang, Zhanpeng Shi +4 more
The paper investigates the security risk of extracting knowledge from quantized LLMs deployed on edge devices, showing that structured querying can effectively bypass quantization protections.
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