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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.
Achieve simultaneous robustness, reversibility, and high capacity in image watermarking with a single watermark, outperforming two-stage methods.
