Wenbo Guo, Shiwen Song, Jiaxun Guo, Zhengzi Xu, Chengwei Liu, Haoran Ou, Mengmeng Ge, Yang Liu: Bridging Expert Reasoning and LLM Detection: A Knowledge-Driven Framework for Malicious Packages. WWW 2026: 3554-3565