Zhenjiang Mao

Thesis Proposal: When Does an Agent Know It Is Lost? Confidence Trajectory Analysis for Tool-Using LLMs

This thesis proposes a framework for trajectory-level confidence analysis in the tool-use agent setting and expects the framework to expose early warning signals for agent failure and offer interpretable diagnostic tools for understanding when and why LLM agents lose confidence.