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Finite-Sample Guarantees for Fully Discrete Conditional Diffusion Models

arXiv:2610.13851v1 Announce Type: new Abstract: 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 n…

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  1. 2026-10-12 04:00 · arXiv stat.ML
    Finite-Sample Guarantees for Fully Discrete Conditional Diffusion Models

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