2025
On the Closed-Form of Flow Matching: Generalization Does Not Arise from Target Stochasticity
NeurIPS 2025oral
Modern deep generative models can now produce high-quality synthetic samples that are often indistinguishable from real training data. A growing body of research aims to understand why recent methods, such as diffusion and flow matching techniques, generalize so effectively. Among the proposed expla…