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@@ -7,14 +7,14 @@ license: cc-by-4.0
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  <h2 align="center">
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- <a href="https://arxiv.org/abs/2505.21325v2">
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  MagicWorld: Towards Long-Horizon Stability for Interactive Video World Exploration
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  </a>
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  </h2>
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  <h5 align="center">⭐ MagicWorld achieves achieves 20 FPS on the L40S GPU and better results under VBench on the RealWM120K-Val dataset. ⭐</h5>
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- <a href="https://arxiv.org/abs/2505.21325v2"><img src='https://img.shields.io/badge/arXiv-2501.11325-red?style=flat&logo=arXiv&logoColor=red' alt='arxiv'></a>&nbsp;
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  <a href="https://vivocameraresearch.github.io/magicworld/"><img src='https://img.shields.io/badge/Project-Page-Green' alt='Project'></a>&nbsp;
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  <a href="https://huggingface.co/LuckyLiGY/MagicWorld"><img src='https://img.shields.io/badge/🤗-HuggingFace-blue' alt='HuggingFace'></a>&nbsp;
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  <a href=""><img src='https://img.shields.io/badge/🤖-ModelScope-purple' alt='ModelScope'></a>&nbsp;
 
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  </div> -->
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  <h2 align="center">
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+ <a href="https://arxiv.org/abs/2511.18886">
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  MagicWorld: Towards Long-Horizon Stability for Interactive Video World Exploration
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  </a>
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  </h2>
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  <h5 align="center">⭐ MagicWorld achieves achieves 20 FPS on the L40S GPU and better results under VBench on the RealWM120K-Val dataset. ⭐</h5>
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+ <a href="https://arxiv.org/abs/2511.18886"><img src='https://img.shields.io/badge/arXiv-2501.11325-red?style=flat&logo=arXiv&logoColor=red' alt='arxiv'></a>&nbsp;
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  <a href="https://vivocameraresearch.github.io/magicworld/"><img src='https://img.shields.io/badge/Project-Page-Green' alt='Project'></a>&nbsp;
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  <a href="https://huggingface.co/LuckyLiGY/MagicWorld"><img src='https://img.shields.io/badge/🤗-HuggingFace-blue' alt='HuggingFace'></a>&nbsp;
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  <a href=""><img src='https://img.shields.io/badge/🤖-ModelScope-purple' alt='ModelScope'></a>&nbsp;