2 papers
cs.CV2026
Disease Burden over Skin Tone: Decomposing the Dermatology-AI Generalization Gap
Nirajan Kunwor, Sanjaya Poudel, Quoc-Huy Trinh +2
Dermatology artificial intelligence (AI) models are predominantly trained on light-skinned, cancer-focused image collections, yet they are increasingly proposed for deployment in r…
cs.LG2026
Federated LoRA Adaptation of BiomedCLIP Across Four International Chest X-Ray Cohorts
Sanjaya Poudel, Nirajan Kunwor, Manish Dhakal +2
Federated learning (FL) lets institutions train a shared model without exchanging data, and Low-Rank Adaptation (LoRA) makes this practical at scale by communicating only compact l…