works on
budgeted inspection 1confidence calibration 1correlated errors 1gaussian copula 1llm auditing 1

From the 1 of 1 linked paper with an AI index.

collaborators

1 paper

cs.AI2026

One Human, Agents: Audit-Budget Allocation for LLM Agent Fleets under Miscalibrated, Correlated Confidence

Cesare Zavattari, Alessandro Tommasi, Giuseppe Prencipe

The paper studies how a single human can audit a large fleet of LLM agents under a limited audit budget, analyzing how miscalibrated confidence scores and correlated errors affect…