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@@ -13,7 +13,7 @@ library_name: diffusers
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  <div align="center">
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  <a href='https://huggingface.co/papers/2606.10804'><img src='https://img.shields.io/badge/πŸ“– arXiv-red'>
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- <a href='https://teal024.github.io/SCAIL-2/'><img src='https://img.shields.io/badge/🌐 Project Page-green'></a>
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  <a href='https://github.com/zai-org/SCAIL-2'><img src='https://img.shields.io/badge/πŸ’» GitHub-black?logo=github'></a>
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  </div>
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@@ -69,10 +69,13 @@ Inference code, environment setup, and detailed instructions are provided in the
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  ## πŸ“„ Citation
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  ```bibtex
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- @article{yan2025scail,
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- title={SCAIL: Towards Studio-Grade Character Animation via In-Context Learning of 3D-Consistent Pose Representations},
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- author={Yan, Wenhao and Ye, Sheng and Yang, Zhuoyi and Teng, Jiayan and Dong, ZhenHui and Wen, Kairui and Gu, Xiaotao and Liu, Yong-Jin and Tang, Jie},
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- journal={arXiv preprint arXiv:2512.05905},
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- year={2025}
 
 
 
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  }
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  ```
 
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  <div align="center">
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  <a href='https://huggingface.co/papers/2606.10804'><img src='https://img.shields.io/badge/πŸ“– arXiv-red'>
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+ <a href='https://teal024.github.io/SCAIL-2'><img src='https://img.shields.io/badge/🌐 Project Page-green'></a>
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  <a href='https://github.com/zai-org/SCAIL-2'><img src='https://img.shields.io/badge/πŸ’» GitHub-black?logo=github'></a>
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  </div>
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  ## πŸ“„ Citation
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  ```bibtex
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+ @misc{yan2026scail2,
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+ title={SCAIL-2: Unifying Controlled Character Animation with End-to-end In-Context Conditioning},
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+ author={Wenhao Yan and Fengjia Guo and Zhuoyi Yang and Jie Tang},
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+ year={2026},
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+ eprint={2606.10804},
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+ archivePrefix={arXiv},
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+ primaryClass={cs.CV},
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+ url={https://arxiv.org/abs/2606.10804},
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  }
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  ```