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@@ -81,27 +81,11 @@ MIMIC-CXR, BIMCV for PadChest, ISIC / Harvard Dataverse for HAM10000).
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  ## Citation
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  ```bibtex
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- @misc{bhosale2026fairllava,
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  title={FairLLaVA: Fairness-Aware Parameter-Efficient Fine-Tuning for Large Vision-Language Assistants},
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- author={Mahesh Bhosale and Abdul Wasi and Shantam Srivastava and Shifa Latif and Tianyu Luan and Mingchen Gao and David Doermann and Xuan Gong},
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- year={2026},
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- eprint={2603.26008},
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- archivePrefix={arXiv},
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- primaryClass={cs.CV},
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- url={https://arxiv.org/abs/2603.26008}
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  }
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-
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- @article{ZambranoChaves2025,
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- title={A clinically accessible small multimodal radiology model and evaluation metric for chest X-ray findings},
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- author={Zambrano Chaves, Juan Manuel and others},
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- journal={Nature Communications}, year={2025}, volume={16}, pages={3108},
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- doi={10.1038/s41467-025-58344-x}
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- }
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-
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- @misc{liu2023improvedllava,
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- title={Improved Baselines with Visual Instruction Tuning},
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- author={Liu, Haotian and Li, Chunyuan and Li, Yuheng and Lee, Yong Jae},
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- publisher={arXiv:2310.03744},
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- year={2023}
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  }
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  ```
 
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  ## Citation
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  ```bibtex
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+ @article{bhosale2026fairllava,
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  title={FairLLaVA: Fairness-Aware Parameter-Efficient Fine-Tuning for Large Vision-Language Assistants},
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+ author={Bhosale, Mahesh and Wasi, Abdul and Srivastava, Shantam and Latif, Shifa and Luan, Tianyu and Gao, Mingchen and Doermann, David and Gong, Xuan},
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+ journal={arXiv preprint arXiv:2603.26008},
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+ year={2026}
 
 
 
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  }
 
 
 
 
 
 
 
 
 
 
 
 
 
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  }
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  ```