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About this paper
Haoran Zhang, Natalie Dullerud, Laleh Seyyed-Kalantari, Quaid Morris, Shalmali Joshi, Marzyeh Ghassemi
The authors evaluate domain-generalization methods for transferring clinical models across hospitals without destination-site data. They compare eight algorithms, including ERM, across chest X-ray and eICU tasks and test controlled shifts. On real chest X-rays, methods do not consistently improve on ERM, though CORAL scores higher in one pneumonia setup; engineered-shift gains remain conditional and below unaugmented ERM.
Summary by alphaXiv.
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