Predicting the clean-token posterior and converting it to scores via the known forward kernel (M2S) enforces Bayes-realizable discrete scores and beats SEDD on images and language.
Concrete score match- ing: Generalized score matching for discrete data
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Mean-to-Score Discrete Diffusion: Posterior-Mean Denoisers for Score Entropy
Predicting the clean-token posterior and converting it to scores via the known forward kernel (M2S) enforces Bayes-realizable discrete scores and beats SEDD on images and language.