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Finite-Sample Guarantees for Fully Discrete Conditional Diffusion Models

Zhu, Qiuyun
arXiv (All) · Papers
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machine-learning
We establish finite-sample guarantees for conditional diffusion models learned from data and implemented with finitely many denoising steps. Our approach aligns the score-training objective with the sampling grid, allowing statistical estimation and numerical discretization errors to be analyzed tog
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