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Bing-Li Liu

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#machine learning Preprint Sep 2026

Mean Velocity Matching: Rethinking Generative Dynamics in Diffusion Models

This work studies prediction parameterization for stochastic generative dynamics in diffusion models. Existing velocity-based generative models provide the simplicity of learning a single transport field, but their standard formulation is deterministic, whereas stochastic extensions generally require additional score i...

Yun-Hong Zhang, Chang-Jie Cao, Zhi-Hua Zhang et al. · 0 citations

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