AINeutralarXiv – CS AI · 10h ago6/10
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WISTERIA: Learning Clinical Representations from Noisy Supervision via Multi-View Consistency in Electronic Health Records
WISTERIA is a machine learning framework that improves clinical AI by treating noisy medical labels as uncertain observations rather than ground truth. By enforcing consistency across multiple weak supervision sources and incorporating medical ontologies, the method achieves better generalization across healthcare institutions and demonstrates robustness to label noise.