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A PDE Perspective on Generative Diffusion Models

math.OC · 2025-11-08 · unverdicted · novelty 6.0

A PDE framework using Li-Yau inequalities proves well-posedness and sharp stability for score-based Fokker-Planck dynamics, with reverse-time trajectories concentrating on compactly supported data manifolds at rate sqrt(t).

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  • A PDE Perspective on Generative Diffusion Models math.OC · 2025-11-08 · unverdicted · none · ref 6

    A PDE framework using Li-Yau inequalities proves well-posedness and sharp stability for score-based Fokker-Planck dynamics, with reverse-time trajectories concentrating on compactly supported data manifolds at rate sqrt(t).