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Autoregressive video generation gets a 1.8x speed boost and avoids temporal drift by denoising all blocks hierarchically at the same noise level.
Forget brittle text-based reasoning: GVCoT unlocks more precise image editing by generating and optimizing visual reasoning cues directly within the image domain.