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S. Baumann

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#artificial intelligence Preprint Sep 2026

Logit Refiner: Improving Visual Autoregressive Models via Intra-Scale Dependency Modeling

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 allev...

Meimingwei Li, S. Baumann, F. Krause et al. · 0 citations

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