Author

Kun Xu

Nanjing University of Aeronautics and Astronautics

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Preprint Sep 2026

Concept-Level Risk and Calibration for Governance in Diffusion Foundation Models

CLRC provides a common audit schema for probabilistic and decision-aware governance of multimedia generation systems by formalizing governance-relevant concept behaviors as Bernoulli semantic events induced by stochastic generation and defining a Concept Risk Operator.

Kun Xu, Yushu Zhang, Tao Wang et al. · 0 citations