NS-FirmID: A Neuro-Symbolic Multi-Agent Framework for Reliable Firmware Version Identification at Internet Scale.

Fengshi Zhang, Zhi Li, Shunchao Xu, Zekun Zhang, Yongle Chen, Dongliang Fang, Limin Sun

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