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ScalingNoise: Scaling Inference-Time Search for Generating Infinite Videos

  • Video diffusion models (VDMs) facilitate the generation of high-quality videos.
  • Most research efforts in VDMs have focused on scaling during training, but scaling during inference time has received less attention.
  • Recent findings suggest that guiding the scaling inference-time search of VDMs with reward signals can enhance video quality by identifying better noise candidates.
  • The proposed ScalingNoise strategy improves global content consistency and visual diversity in long video generation.

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