energy-based-methods

This paper proposes a unified framework for energy-based generative models by casting density transport as a nonlinear control problem with KL divergence as a Lyapunov function. It derives finite-step stopping criteria and demonstrates how nonlinear control theory tools can be applied to static scalar energy models.