README.md

---
title: README
emoji: 🐯
colorFrom: indigo
colorTo: gray
sdk: static
pinned: false
---

**Update, November 2025**: MaPO was accepted to the AAAI'26 main track 🔥

Welcome to the MaPO organization! We're the authors of MaPO: **Margin-aware Preference Optimization for Aligning Diffusion Models without Reference**. We have hosted ours datasets, models,
and other artifacts under this organization. You will be able to find them below. Additionally, here are the links
to the paper, code, and the project website:

* [Paper](https://arxiv.org/abs/2406.06424)
* [Codebase](https://github.com/mapo-t2i/mapo)
* [Project Website](https://mapo-t2i.github.io/)
* [Artifact Collection](https://huggingface.co/collections/mapo-t2i/mapo-66656808665dbeaa08e7b44f)

## Citation

```bibtex
@misc{hong2024marginaware,
    title={Margin-aware Preference Optimization for Aligning Diffusion Models without Reference}, 
    author={Jiwoo Hong and Sayak Paul and Noah Lee and Kashif Rasul and James Thorne and Jongheon Jeong},
    year={2024},
    eprint={2406.06424},
    archivePrefix={arXiv},
    primaryClass={cs.CV}
}
```