Stochastic Grouping Conformal Prediction for Effective Subgroup Reliability
Conformal prediction offers a distribution-free coverage guarantee, making it especially attractive for clinical applications. Standard conformal prediction, however, provides such guarantees only at the population level, and its prediction sets can exhibit coverage disparities across clinically important subgroups. A...
Mei-Hui Zhong, Wen-Xin Tai, Ting Zhong et al.
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