GMM pooling for MIL raises PTB prediction PR-AUC from 0.44 to 0.56 on a private cohort and reaches SOTA (0.91 F1, 0.89 AUC, 0.18 MAE) on a lymph node benchmark.
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From Point Estimates to Distributions: GMM Pooling for MIL in Preterm Birth Prediction
GMM pooling for MIL raises PTB prediction PR-AUC from 0.44 to 0.56 on a private cohort and reaches SOTA (0.91 F1, 0.89 AUC, 0.18 MAE) on a lymph node benchmark.