arxiv
PublishedOctober 8, 2026 at 4:00 AM
Critic Experience Bank: Self-Evolving Step-Level Confidence Estimation for LLM Agents
Publisher summary· verbatim
arXiv:2607.12397v2 Announce Type: replace Abstract: LLM agents operate in stateful environments, where a single erroneous step can waste limited interaction budget or cause irreversible effects before task failure becomes apparent. Reliable deployment therefore requires step-level confidence estimat
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Originally published on arxiv ↗