Equitable Healthcare System

Equitable healthcare systems aim to ensure fair access and outcomes for all individuals, regardless of demographic factors. Current research focuses on mitigating bias in algorithms used for medical diagnosis and resource allocation, employing techniques like multitask learning (e.g., FERI) and unsupervised domain adaptation to improve model fairness and accuracy across diverse populations. This work is crucial for addressing disparities in healthcare access and quality, impacting both the development of more just healthcare systems and the advancement of responsible AI in medicine.