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@@ -15,6 +15,11 @@ Welcome to the DCPO (**D**ual **C**aption **P**reference **O**ptimization) organ
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  trained on the dataset, 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 and the project website:
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- * [arXiv](https://arxiv.org/abs/2502.06023)
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- * [Paper](https://arxiv.org/pdf/2502.06023)
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  * [Codebase](https://github.com/sahsaeedi/DCPO-T2I)
 
 
 
 
 
 
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  trained on the dataset, 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 and the project website:
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+ * [arXiv](https://arxiv.org/abs/2502.06023v2)
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+ * [Paper](https://openreview.net/pdf?id=ruZksIJBBd)
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  * [Codebase](https://github.com/sahsaeedi/DCPO-T2I)
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+ * Update October 23, 2025:* We got accepted to TMLR journal 🥳
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