OeMDM unifies masked diffusion, autoregressive, and block diffusion models under various generation orders; LoMDM jointly optimizes ordering and diffusion backbone from scratch and outperforms prior discrete diffusion models on language benchmarks.
While continuous diffusion often allows highly flexible parameterizations of α, in text space we instead require a suitably regularized and simple functional form
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Unifying Masked Diffusion Models with Various Generation Orders and Beyond
OeMDM unifies masked diffusion, autoregressive, and block diffusion models under various generation orders; LoMDM jointly optimizes ordering and diffusion backbone from scratch and outperforms prior discrete diffusion models on language benchmarks.