Standard conformal prediction gives nominal overall coverage on Pew survey data but leaves ~13-point weighted gaps across race-education subgroups, and group-specific Mondrian calibration does not reliably close them.
arXiv preprint arXiv:2410.01888 , year=
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Socio-Conformal Calibration in Complex Survey Data: Marginal Validity Is Not Enough for Subgroup Reliability
Standard conformal prediction gives nominal overall coverage on Pew survey data but leaves ~13-point weighted gaps across race-education subgroups, and group-specific Mondrian calibration does not reliably close them.
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