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Article

Generative models improve fairness of medical classifiers under distribution shifts

2023-05-31

Abstract excerpt

<title>Abstract</title> <p>Domain generalization remains a ubiquitous challenge for machine learning in healthcare. Model performance in real-world conditions might be lower than expected due to discrepancies between the data encountered in deployment environments and datasets used for model development. Under-representation of some groups or conditions during model development is a common cause of this phenomeno...

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Identifiers and source

Literature Corpus work
44995657-3f22-550f-9f33-cf42a8801ac9
DOI
10.21203/rs.3.rs-2976332/v1
Open publication

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Generative models improve fairness of medical classifiers under distribution shiftsDOI 10.21203/rs.3.rs-2976332/v1
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