Update mimic-cxr/README.md

mimic-cxr/README.md

@@ -67,40 +67,10 @@ governed by the PhysioNet data-use agreement.
 If you use this checkpoint, please cite FairLLaVA and the upstream works it builds on:
 
 ```bibtex
-@misc{bhosale2026fairllava,
+@article{bhosale2026fairllava,
   title={FairLLaVA: Fairness-Aware Parameter-Efficient Fine-Tuning for Large Vision-Language Assistants},
-  author={Mahesh Bhosale and Abdul Wasi and Shantam Srivastava and Shifa Latif and Tianyu Luan and Mingchen Gao and David Doermann and Xuan Gong},
-  year={2026},
-  eprint={2603.26008},
-  archivePrefix={arXiv},
-  primaryClass={cs.CV},
-  url={https://arxiv.org/abs/2603.26008}
-}
-
-@article{ZambranoChaves2025,
-  title={A clinically accessible small multimodal radiology model and evaluation metric for chest X-ray findings},
-  author={Zambrano Chaves, Juan Manuel and others},
-  journal={Nature Communications}, year={2025}, volume={16}, pages={3108},
-  doi={10.1038/s41467-025-58344-x}
-}
-
-@misc{liu2023improvedllava,
-  title={Improved Baselines with Visual Instruction Tuning},
-  author={Liu, Haotian and Li, Chunyuan and Li, Yuheng and Lee, Yong Jae},
-  publisher={arXiv:2310.03744},
-  year={2023}
-}
-
-@article{johnson2019mimic,
-  title={MIMIC-CXR, a de-identified publicly available database of chest radiographs with free-text reports},
-  author={Johnson, Alistair E. W. and Pollard, Tom J. and Berkowitz, Seth J. and Greenbaum, Nathaniel R. and Lungren, Matthew P. and Deng, Chih-ying and Mark, Roger G. and Horng, Steven},
-  journal={Scientific Data}, year={2019}, volume={6}, number={1}, pages={317},
-  doi={10.1038/s41597-019-0322-0}
-}
-
-@article{johnson2019mimiccxrjpg,
-  title={MIMIC-CXR-JPG, a large publicly available database of labeled chest radiographs},
-  author={Johnson, Alistair E. W. and Pollard, Tom J. and Greenbaum, Nathaniel R. and Lungren, Matthew P. and Deng, Chih-ying and Peng, Yifan and Lu, Zhiyong and Mark, Roger G. and Berkowitz, Seth J. and Horng, Steven},
-  journal={arXiv preprint arXiv:1901.07042}, year={2019}
+  author={Bhosale, Mahesh and Wasi, Abdul and Srivastava, Shantam and Latif, Shifa and Luan, Tianyu and Gao, Mingchen and Doermann, David and Gong, Xuan},
+  journal={arXiv preprint arXiv:2603.26008},
+  year={2026}
 }
 ```