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@@ -345,7 +345,7 @@ For example, let's take Helios-Base. **(Diffusers Backend)**
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  ## 🙌 Description
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  - **Repository:** [Code](https://github.com/PKU-YuanGroup/Helios), [Page](https://pku-yuangroup.github.io/Helios-Page/)
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- - **Paper:** [https://huggingface.co/papers/2411.17440](https://github.com/PKU-YuanGroup/Helios-Page/blob/main/helios_technical_report.pdf)
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  - **Point of Contact:** [Shenghai Yuan](shyuan-cs@hotmail.com)
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  ## ✏️ Citation
@@ -356,7 +356,7 @@ If you find our paper and code useful in your research, please consider giving a
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  @article{helios,
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  title={Helios: Real Real-Time Long Video Generation Model},
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  author={Yuan, Shenghai and Yin, Yuanyang and Li, Zongjian and Huang, Xinwei and Yang, Xiao and Yuan, Li},
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- journal={arXiv preprint arXiv:2603.xxxxx},
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  year={2026}
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  }
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  ```
 
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  ## 🙌 Description
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  - **Repository:** [Code](https://github.com/PKU-YuanGroup/Helios), [Page](https://pku-yuangroup.github.io/Helios-Page/)
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+ - **Paper:** [https://huggingface.co/papers/2603.04379](https://huggingface.co/papers/2603.04379)
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  - **Point of Contact:** [Shenghai Yuan](shyuan-cs@hotmail.com)
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  ## ✏️ Citation
 
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  @article{helios,
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  title={Helios: Real Real-Time Long Video Generation Model},
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  author={Yuan, Shenghai and Yin, Yuanyang and Li, Zongjian and Huang, Xinwei and Yang, Xiao and Yuan, Li},
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+ journal={arXiv preprint arXiv:2603.04379},
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  year={2026}
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  }
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  ```