Universality and Convergence of Generative Flows
The research investigates what a small training loss actually certifies in generative flows. It proves that a small loss corresponds to specific mathematical structures, namely difference losses and the Green operator of the underlying Markov chain. This certification allows researchers to understand convergence rates and stability on finite graphs.