Wasserstein-regularized Conformal Prediction under General Distribution Shift

Rui Xu, Chao Chen, Yue Sun +2

Conformal prediction yields a prediction set with guaranteed $1-\hat{I}\pm$ coverage of the true target under the i.i.d. assumption, which may not hold and lead to a gap between $1-\hat{I}\pm$ and…