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Tutorial: Harnessing Low Dimensionality in Diffusion Models: From Theory to Practice

Part III: From Theory to Scientific Applications

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Mon 14 Jul 11:15 a.m. PDT — noon PDT

Abstract:

We will advance diffusion models for scientific imaging by improving their flexibility, efficiency, and robustness in solving inverse problems on high-dimensional, high-resolution data. Our focus includes efficient latent and patch-based methods, enhanced data consistency for challenging 3D tasks, and controllable sampling techniques that enforce desired constraints while maintaining sample quality.

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