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Uncertainty DMD: Restoring Diversity in Few-Step Autoregressive Video Distillation

Duan, Zixuan et al.
arXiv (All) · Papers
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computer-vision-and-pattern-recognition
Few-step distillation improves the efficiency of autoregressive (AR) video generation, but often causes diversity collapse: under the same prompt, different noise samples tend to produce highly similar videos with weakened motion dynamics. We analyze this degradation in Distribution Matching Distill
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