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Jingyuan Li

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Preprint Jul 2026

Mean-to-Score Discrete Diffusion: Posterior-Mean Denoisers for Score Entropy

A 170M-parameter M2S model trained on about 262B OpenWebText token slots outperforms the evaluated pure-uniform SEDD, GIDD, and Neural CTMC checkpoints at every tested sampling budget, reaching generative PPL $143.3$ at 128 steps versus $183.6$ for the strongest pure-uniform baseline.

Jingyuan Li, Xiaoyi Jiang, Yixuan Jiang et al. · 1 citation