Jiaqi Feng

Jiaqi Feng

A step forward

One-Forcing: Towards Stable One-Step Autoregressive Video Generation

Published in arXiv preprint arXiv:2605.23458, 2026

One-Forcing enables stable one-step autoregressive video generation by augmenting DMD-based causal distillation with a shared noised-latent adversarial critic.

@misc{feng2026oneforcing,
  title         = {One-Forcing: Towards Stable One-Step Autoregressive Video Generation},
  author        = {Feng, Jiaqi and Cui, Justin and Ban, Yuanhao and Hsieh, Cho-Jui},
  year          = {2026},
  eprint        = {2605.23458},
  archivePrefix = {arXiv},
  primaryClass  = {cs.CV},
  doi           = {10.48550/arXiv.2605.23458},
  url           = {https://arxiv.org/abs/2605.23458}
}

Recommended citation: Jiaqi Feng, Justin Cui, Yuanhao Ban, and Cho-Jui Hsieh. "One-Forcing: Towards Stable One-Step Autoregressive Video Generation." arXiv preprint arXiv:2605.23458, 2026.
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