AIBearisharXiv – CS AI · 7h ago6/10
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Effect of Demographic Bias on Skin Lesion Classification
Researchers evaluated demographic bias in skin lesion classification models, finding that sex biases stem primarily from data imbalances while age biases consistently favor younger populations regardless of training distribution. Multi-task and adversarial learning strategies showed limited effectiveness in male-majority datasets, highlighting the need for targeted bias mitigation approaches in medical AI systems.