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update README.md for arxiv paper and project page

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  > Dar-Yen Chen, Hmrishav Bandyopadhyay, Kai Zou, Yi-Zhe Song
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- ![](./assets/banner.jpg)
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- <!-- arXiv Paper: []()
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- Official GitHub Repository: []()
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- Project Page: []() -->
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  ## News
 
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  * 30 Nov 2024: Our single-step text-to-image demo is publicly available on [🤗 Hugging Face Space](https://huggingface.co/spaces/ChenDY/NitroFusion_1step_T2I).
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  * 29 Nov 2024: Released two checkpoints: **NitroSD-Realism** and **NitroSD-Vibrant**.
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  > Dar-Yen Chen, Hmrishav Bandyopadhyay, Kai Zou, Yi-Zhe Song
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+ [[arXiv Paper]](https://arxiv.org/abs/2412.02030) [[Project Page]](https://chendaryen.github.io/NitroFusion.github.io/)
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+ <!-- GitHub Repository: []() -->
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+ ![](./assets/banner.jpg)
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  ## News
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+ * 04 Dec 2024: [Paper](https://arxiv.org/abs/2412.02030) is released on arXiv, and the [project page](https://chendaryen.github.io/NitroFusion.github.io/) is now public.
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  * 30 Nov 2024: Our single-step text-to-image demo is publicly available on [🤗 Hugging Face Space](https://huggingface.co/spaces/ChenDY/NitroFusion_1step_T2I).
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  * 29 Nov 2024: Released two checkpoints: **NitroSD-Realism** and **NitroSD-Vibrant**.
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