Home » Authors » Qisai Liu, Qingyue Jiao, Bangwei Guo, Wenxi Dai, Changyi Yang, Jiahe Liu, Dimitris N. Metaxas, Yiyu Shi, Zhanhong Jiang, Minghao Guo

Qisai Liu, Qingyue Jiao, Bangwei Guo, Wenxi Dai, Changyi Yang, Jiahe Liu, Dimitris N. Metaxas, Yiyu Shi, Zhanhong Jiang, Minghao Guo

Public reference bibliography and cataloged PDF materials authored or published by Qisai Liu, Qingyue Jiao, Bangwei Guo, Wenxi Dai, Changyi Yang, Jiahe Liu, Dimitris N. Metaxas, Yiyu Shi, Zhanhong Jiang, Minghao Guo.

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Agents' Last Doubt: Knowing When to Act and When to Step Back in Tool-Using Agents

Year: 2026 • Source: arxiv.org • Listed PDF

Tool-using LLM agents repeatedly face decision points under uncertainty, choosing between autonomous action, additional information gathering, and human escalation. These decisions require balancing task success against ...