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FrameMorrow: Future-Guided Frame Selection with Prospective Tokens for Long-Horizon Video Generation

arXiv Project page Code coming soon

Bo Yin, Xiaobin Hu, Jiaqi Zhao, Shuicheng Yan

Official repository for FrameMorrow. Code will be released soon.


Framework

FrameMorrow inference and future-guided ranking distillation

FrameMorrow predicts prospective tokens to select historical frames for future generation. Explicit frames enable plug-and-play integration through each generator's existing conditioning interface.

Main Results

Long video generation on MovieGenBench.

VBench-Long results on 128 MovieGenBench prompts across three backbones


Interactive video generation under single-shot and multi-shot conditions.

Interactive video generation results over 60 seconds


Action-conditioned interactive world models.

Visual quality, temporal quality and action alignment across three world models

Citation

@article{yin2026framemorrow,
  title={FrameMorrow: Future-guided Frame Selection with Prospective Tokens for Long-Horizon Video Generation},
  author={Yin, Bo and Hu, Xiaobin and Zhao, Jiaqi and Yan, Shuicheng},
  journal={arXiv preprint arXiv:2609.38839},
  year={2026}
}

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