``Someone Hid It!'': Query-Agnostic Black-Box Attacks on LLM-Based Retrieval
Jiate Li · Defu Cao · Li Li · Wei Yang · Yuehan Qin · Chenxiao Yu · Tiannuo Yang · Ryan A. Rossi · Yan Liu · Xiyang Hu · Yue Zhao
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Jiate Li · Defu Cao · Li Li · Wei Yang · Yuehan Qin · Chenxiao Yu · Tiannuo Yang · Ryan A. Rossi · Yan Liu · Xiyang Hu · Yue Zhao
Li Li · Chenxiao Yu · Zhiyu Ni · Hao Li · Charith Peris · Chaowei Xiao · Yue Zhao
Large language models (LLMs) are increasingly deployed in security-sensitive applications, where they must follow system- or developer-specified instructions that define the intended task behavior, while completing benign user requests. When adversarial instructions appear in user queries or exte...
Guanyu Chen · Chenxiao Yu · Xiyang Hu
Large language models (LLMs) are increasingly used to simulate decision-making tasks involving personal data sharing, where privacy concerns and prosocial motivations can push choices in opposite directions. Existing evaluations often measure privacy-related attitudes or sharing intentions in iso...
Yuangang Li · Yiqing Shen · Yi Nian · Jiechao Gao · Ziyi Wang · Chenxiao Yu · Li Li · Jie Wang · Xiyang Hu · Yue Zhao