* indicates equal contribution CWCD: Category-Wise Contrastive Decoding for Structured Medical Report Generation Shantam Srivastava, Mahesh Bhosale, David Doermann, Mingchen Gao International Conference on Medical Imaging with Deep Learning (MIDL 2026) (Oral Presentation) FairLLaVA: Fairness-Aware Parameter-Efficient Fine-Tuning for Large Vision-Language Assistants Mahesh Bhosale, Abdul Wasi*, Shantam Srivastava*, Shifa Latif, Tianyu Luan, Mingchen Gao, David Doermann, Xuan Gong IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2026)