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cs.LG2025
MoE-Health: A Mixture of Experts Framework for Robust Multimodal Healthcare Prediction
Xiaoyang Wang, Christopher C. Yang
Healthcare systems generate diverse multimodal data, including Electronic Health Records (EHR), clinical notes, and medical images. Effectively leveraging this data for clinical pr…
cs.LG2025
Balancing Fairness and Performance in Healthcare AI: A Gradient Reconciliation Approach
Xiaoyang Wang, Christopher C. Yang
The rapid growth of healthcare data and advances in computational power have accelerated the adoption of artificial intelligence (AI) in medicine. However, AI systems deployed with…
cs.LG2025
Enhancing Multi-Attribute Fairness in Healthcare Predictive Modeling
Xiaoyang Wang, Christopher C. Yang
Artificial intelligence (AI) systems in healthcare have demonstrated remarkable potential to improve patient outcomes. However, if not designed with fairness in mind, they also car…