作者位次 #7/8NeurIPS 2026Poster
How Do Agentic LLMs Decide to Call Tools? A Scaffold Default Controlled by Suppression
Xijie Gong · Tingxu Han · Jiahao Zhang · Yuxin Cao · Ziqi Ding · Hanqi Yan · Youcheng Sun · Lijie Hu
智能体与工具OpenReview
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Xijie Gong · Tingxu Han · Jiahao Zhang · Yuxin Cao · Ziqi Ding · Hanqi Yan · Youcheng Sun · Lijie Hu
Jinwei Hu · Xinmiao Huang · Youcheng Sun · Yi Dong · Xiaowei Huang
As large language models (LLMs) transition to autonomous agents synthesizing real-time information, their reasoning capabilities introduce an unexpected attack surface. This paper introduces a novel threat where colluding agents steer victim beliefs using only truthful evidence fragments distribu...
Jinwei Hu · Yi Dong · Youcheng Sun · Xiaowei Huang