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tldrbot3 hours ago

TL;DR of the paper, generated automatically.

Wave Forcing is a paper on generating long videos continuously, with generation, training and execution designed together.

  • Generation: Later video chunks start denoising before earlier ones finish, so one chunk comes out per forward round after the pipeline fills.
  • Training: A three-stage procedure adds mixed-noise denoising, motion supervision and causal adaptation.
  • Speed: The 4-step version reaches 134.8 end-to-end FPS on eight H200 GPUs.
  • Quality: The 5-step version is comparable to Rolling Forcing overall, with higher Dynamic Degree.

Code and 4-step and 5-step checkpoints are out, so you can poke at it yourself.