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@@ -11,7 +11,7 @@ Welcome to the MaPO organization! We're the authors of MaPO: **Margin-aware Pref
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  and other artifacts under this organization. You will be able to find them below. Additionally, here are the links
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  to the paper, code, and the project website:
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- * [arXiv] (TODO)
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  * [Codebase](https://github.com/mapo-t2i/mapo)
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  * [Project Website](https://mapo-t2i.github.io/)
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  * [Artifact Collection](https://huggingface.co/collections/mapo-t2i/mapo-66656808665dbeaa08e7b44f)
 
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  and other artifacts under this organization. You will be able to find them below. Additionally, here are the links
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  to the paper, code, and the project website:
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+ * [Paper](https://arxiv.org/abs/2406.06424)
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  * [Codebase](https://github.com/mapo-t2i/mapo)
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  * [Project Website](https://mapo-t2i.github.io/)
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  * [Artifact Collection](https://huggingface.co/collections/mapo-t2i/mapo-66656808665dbeaa08e7b44f)