YangLing0818 / Diffusion-Models-Papers-Survey-Taxonomy

Diffusion model papers, survey, and taxonomy
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A New Paper: ''A Geometric Perspective on Diffusion Models'' #9

Open DefangChen opened 1 year ago

DefangChen commented 1 year ago

Hello authors! Many thanks for your excellent survey! Would you consider to add the paper "A Geometric Perspective on Diffusion Models" (https://arxiv.org/abs/2305.19947) to this page?

''In this paper, we reveal several intriguing geometric structures of diffusion models and contribute a simple yet powerful interpretation to their sampling dynamics. We also establish a theoretical relationship between the optimal ODE-based sampling and the classic mean-shift (mode-seeking) algorithm, with which we can characterize the asymptotic behavior of diffusion models and identify the score deviation. ''