TUBE is a new upper bound on evidence for discrete diffusion models that shows block MDMs and AO-ARMs have strictly lower likelihood than exact ARMs.
Information-theoretic discrete diffusion
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TUBE: Tangent Upper Bound on Evidence for Discrete Diffusion Language Models
TUBE is a new upper bound on evidence for discrete diffusion models that shows block MDMs and AO-ARMs have strictly lower likelihood than exact ARMs.