Davis Hobley

AutoAdapt: Reliable Few-Shot Adaptation under Clinical Distribution Shifts

Large pretrained clinical models provide a practical way to reuse learned prior knowledge across hospitals by adapting models to them. In practice, a target hospital may only have a small labeled patient cohort, a setting commonly referred to as few-shot adaptation. This requires making multiple decisions, such as whic...