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Ren-Xiang Huang

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#machine learning Preprint Oct 2026

Score Mismatch and Set-Constrained Sampling in Zero-Shot Conditional Discrete Diffusion

Discrete diffusion models have become a powerful framework for modeling complex discrete distributions across a range of applications. While theoretical convergence guarantees depend on consistency between the target and training distributions, such a case rarely holds in practice, making score mismatch a central chall...

Ren-Xiang Huang, Yu-Chen Liang, Ying-Bin Liang et al. · 0 citations

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