Orienting Latent Actions for Video World Modeling

Yuxin Jiang, Yuchao Gu, Ivor W. Tsang, and Mike Shou Zheng

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🔥 Updates

• [02/2026] Repo & website initialized.
• 🚀 Code release coming soon!

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📌 TODO

• Release inference models and weights;
• Release training pipeline;
• Release adaptation pipeline;
• Release distillation pipeline

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📖 Citation

If you find this work useful, please cite:

@misc{jiang2026olafworldorientinglatentactions,
      title={Olaf-World: Orienting Latent Actions for Video World Modeling}, 
      author={Yuxin Jiang and Yuchao Gu and Ivor W. Tsang and Mike Zheng Shou},
      year={2026},
      eprint={2602.10104},
      archivePrefix={arXiv},
      primaryClass={cs.CV},
      url={https://arxiv.org/abs/2602.10104}, 
}