Si-Yuan Dai

Missingness-Aware Conformal Prediction Under Cross-Hospital Distribution Shift

Clinical measurements are recorded for some patients but not others, at rates that differ across hospitals, and marginal conformal coverage does not ensure coverage within groups defined by missingness. We propose a missingness-aware conformal calibration procedure for mortality prediction under cross-hospital distribu...