Provably Robust Conformal Prediction with Improved Efficiency

Ge Yan, Yaniv Romano, Tsui-Wei Weng

Conformal prediction is a powerful tool to generate uncertainty sets with guaranteed coverage using any predictive model, under the assumption that the training and test data are i…