AI RESEARCH

Discrete Stochastic Localization for Non-autoregressive Generation

arXiv CS.LG

ArXi:2605.12836v1 Announce Type: new Continuous diffusion is a natural framework for non-autoregressive generation but has generally lagged behind masked discrete diffusion models (MDMs) on discrete sequence generation. We argue that the bottleneck is not continuity itself, but a representation in which denoising depends on timestep-indexed noise regimes. We