Why Generalization in Flow Matching Models Comes from Approximation, Not Stochasticity

Introduction: Understanding Generalization in Deep Generative Models

Deep generative models, including diffusion and flow matching, have shown outstanding performance in synthesizing realistic multi-modal content across images,…

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