Julien Gaubil

Unfolding Generative Flows with Koopman Operators: Trajectory-Preserving Linearization

Continuous Normalizing Flows (CNFs) enable elegant generative modeling but remain bottlenecked by their iterative nature requiring costly sampling and lacking interpretability of the intermediate states. Recent approaches accelerate sampling by straightening trajectories or distilling endpoints, yet…