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Xiao-Chen Zhu

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#artificial intelligence Preprint Sep 2026

Confidence Comes from Experience: Experiential Confidence Estimation from Reasoning to Agents

This work proposes XConf (eXperiential Confidence): estimating confidence together with the model's accumulated experience, and sees experiential confidence estimation as a new paradigm for future general-purpose confidence estimation.

Caiqi Zhang, Xiao-Chen Zhu, Chengzu Li et al. · 0 citations