Sam Babichenko

Conformal prediction and distribution shift

Distribution-free prediction sets, and corrections when test data differ from training data.

Split conformal predictionLei et al., 2018; Romano et al., 20198 questions Conformal Prediction Under Covariate ShiftTibshirani et al., 20197 questions Adaptive conformal inferenceGibbs and Candès, 20217 questions Black-box shift estimationLipton et al., 20187 questions