From bdfefd47c545d6f44d11423be2b0d3a40d00efb2 Mon Sep 17 00:00:00 2001
From: Kashif Rasul <kashif.rasul@gmail.com>
Date: Sat, 6 Jun 2026 00:17:50 +0200
Subject: [PATCH] Change citation from misc to inproceedings

Updated citation format and details for the paper.
---
 README.md | 13 ++++++-------
 1 file changed, 6 insertions(+), 7 deletions(-)

diff --git a/README.md b/README.md
index 7c75652..a8f77fd 100644
--- a/README.md
+++ b/README.md
@@ -159,12 +159,11 @@ image = pipeline(prompt=prompt, num_inference_steps=30).images[0]
 ## 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}
+@inproceedings{hong2024marginaware,
+  title={Margin-aware Preference Optimization for Aligning Diffusion Models without Reference},
+  author={Anonymous},
+  booktitle={The Fortieth AAAI Conference on Artificial Intelligence},
+  year={2025},
+  url={https://openreview.net/forum?id=ok2s580H6e}
 }
 ```