How Vulnerable Are Edge LLMs?

ArXi:2603.23822v1 Announce Type: cross Large language models (LLMs) are increasingly deployed on edge devices under strict computation and quantization constraints, yet their security implications remain unclear. We study query-based knowledge extraction from quantized edge-deployed LLMs under realistic query budgets and show that, although quantization