Runtime Uncertainty Monitoring for LLM-Based Multi-Agent Systems Using Bayesian Networks

Bart Custers, Koorosh Aslansefat

The paper presents a framework for monitoring runtime uncertainty in large‑language‑model based multi‑agent systems by converting token‑level log‑probabilities into calibrated conf…