Towards Demystifying and Repairing LLM-in-the-Loop Vulnerabilities. - Yujie Ma; Jialin Rong; Chenxi Yang; Lili Quan 001; Xiaofei Xie; Yongqiang Lyu 001; Qiang Hu (CoRR, 2026)