Provably Safe Generative Sampling with Constricting Barrier Functions

Darshan Gadginmath, Ahmed Allibhoy, Fabio Pasqualetti

Flow-based generative models, such as diffusion models and flow matching models, have achieved remarkable success in learning complex data distributions. However, a critical gap re…