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

Kun Xu, Yushu Zhang, Tao Wang +4

Diffusion models have become a core paradigm for multimedia generation, offering powerful concept-driven controllability for personalization, semantic editing, and selective unlear…