DuetMoE: Coupling Inter- and Intra-Subgroup Robustness for Fair Medical Image Analysis
A subgroup-aware mixture-of-experts framework that couples group-level adaptation with patient-specific clinical guidance, enabling more reliable medical image analysis for individual patients is proposed.