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@@ -59,12 +59,12 @@ For qualitative results, please visit our [project website](https://mapo-t2i.git
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  ## Citation
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  ```bibtex
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- @misc{todo,
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  title={Margin-aware Preference Optimization for Aligning Diffusion Models without Reference},
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- author={Jiwoo Hong and Sayak Paul and Noah Lee and Kashif Rasuland James Thorne and Jongheon Jeong},
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  year={2024},
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- eprint={todo},
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  archivePrefix={arXiv},
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- primaryClass={cs.CV,cs.LG}
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  }
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  ```
 
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  ## Citation
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  ```bibtex
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+ @misc{hong2024marginaware,
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  title={Margin-aware Preference Optimization for Aligning Diffusion Models without Reference},
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+ author={Jiwoo Hong and Sayak Paul and Noah Lee and Kashif Rasul and James Thorne and Jongheon Jeong},
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  year={2024},
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+ eprint={2406.06424},
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  archivePrefix={arXiv},
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+ primaryClass={cs.CV}
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  }
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  ```