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Qiu-Yun Zhu

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#machine learning Preprint Oct 2026

Finite-Sample Guarantees for Fully Discrete Conditional Diffusion Models

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 together. Under a smoot...

Qiu-Yun Zhu · 0 citations

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