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CompVis, LMU Munich, Munich, Germany, Munich Center for Machine Learning (MCML), Munich, Germany, Affiliation:
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The Logit Refiner is introduced, a lightweight autoregressive module that restores intra-scale dependencies by sequentially sampling tokens conditioned on frozen backbone features and generalizes to text-to-image generation, confirming that the mean-field bottleneck persists across VAR variants and is effectively alleviated by the method.
