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Author

Yunyang Ge

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Aug 2026

SCALAR++: Efficient Controllable Generation via Scale-wise Visual Autoregressive Learning

This work proposes a Scale-wise Conditional Decoding mechanism, which projects semantic signals from a frozen vision encoder into scale-specific layers of the VAR backbone, and introduces a Unified Control Alignment strategy (SCALAR-Uni) to handle diverse control modalities within a single projection space.

Ryan Xu, Dong-Yang Jin, Shawn Chen et al. · 1 citation

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