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Introduction

TL;DR: We pretrain AdaWorld with continuous latent actions from thousands of environments, making it highly efficient for action transfer, world model adaptation, and visual planning, even with minimal interactions and finetuning steps.

How to Use

Check out https://github.com/Little-Podi/AdaWorld

Citation

@article{gao2025adaworld,
  title={AdaWorld: Learning Adaptable World Models with Latent Actions}, 
  author={Gao, Shenyuan and Zhou, Siyuan and Du, Yilun and Zhang, Jun and Gan, Chuang},
  journal={arXiv preprint arXiv:2503.18938},
  year={2025}
}

Contact

If you have any questions or comments, feel free to contact me through email sygao@connect.ust.hk

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Paper for Little-Podi/AdaWorld