Last Step Matters: Early Uncertainty Cannot Predict Failure in Long-Horizon Agents
An underlying mechanism explaining the gap in uncertainty quantification is identified: path switching, where agents frequently abandon their current search direction in-trajectory, breaking the link between early signal and final outcome.
Zongrun Li, Cheng-Yue Yu, Lei Zang et al.
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