FairMoE, a layer-wise mixture-of-experts model with mutual-information-based group specialization and soft routing, improves accuracy on Fitzpatrick-17k and ISIC 2019 while preserving equalized-odds fairness.
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Incorporating Rather Than Eliminating: Achieving Fairness for Skin Disease Diagnosis Through Group-Specific Expert
FairMoE, a layer-wise mixture-of-experts model with mutual-information-based group specialization and soft routing, improves accuracy on Fitzpatrick-17k and ISIC 2019 while preserving equalized-odds fairness.