Backward Conformal Prediction under Covariate Shift
This work extends BCP to covariate shift through importance weighting, preserving its guarantees when the density ratio is known, and proves that this approach recovers the same report asymptotically under an interpretable condition and characterize the resulting bias otherwise.
Amin Meghrazi, Yuan-Yuan Li
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