Update README.md

README.md

@@ -48,14 +48,18 @@ If you encounter any issues, feel free to raise them in the [GalaxySD Repo](http
 
 ## 📄 Citation
 ```
-@misc{ma2025aidreamunseengalaxies,
-      title={Can AI Dream of Unseen Galaxies? Conditional Diffusion Model for Galaxy Morphology Augmentation}, 
-      author={Chenrui Ma and Zechang Sun and Tao Jing and Zheng Cai and Yuan-Sen Ting and Song Huang and Mingyu Li},
-      year={2025},
-      eprint={2506.16233},
-      archivePrefix={arXiv},
-      primaryClass={astro-ph.GA},
-      url={https://arxiv.org/abs/2506.16233}, 
+@article{Ma_2026,
+        doi = {10.3847/1538-4365/ae1f10},
+        url = {https://doi.org/10.3847/1538-4365/ae1f10},
+        year = {2026},
+        month = {jan},
+        publisher = {The American Astronomical Society},
+        volume = {282},
+        number = {2},
+        pages = {25},
+        author = {Ma, Chenrui and Sun, Zechang and Jing, Tao and Cai, Zheng and Ting, Yuan-Sen and Huang, Song and Li, Mingyu},
+        title = {Can AI Dream of Unseen Galaxies? Conditional Diffusion Model for Galaxy Morphology Augmentation},
+        journal = {The Astrophysical Journal Supplement Series},
 }
 ```