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Brendan King

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#artificial intelligence Preprint Oct 2026

Confidence Reasoning Graphs: Structured Confidence Estimation for LLM Agents

When using an LLM agent in a consequential domain, making an informed decision about whether to trust its output or intervene requires calibrated confidence in the agent's success. Confidence estimation for agents is difficult because evidence about success is distributed across heterogeneous, interdependent steps of a...

Brendan King, Farima Fatahi Bayat, Jean-Flavien Bussotti et al. · 0 citations

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