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stat.ME2026
Online Augmented Plug-in Inference for Multi-group Fair Prediction
Enze Shi, Jinhan Xie, Linglong Kong +1
Fairness regularization changes both a prediction rule and its sampling uncertainty. We develop online inference for classifiers trained with a covariance penalty on group mean dec…
stat.ML2026
Differentially Private Conformal Prediction
Jiamei Wu, Ce Zhang, Zhipeng Cai +4
Conformal prediction (CP) has attracted broad attention as a simple and flexible framework for uncertainty quantification through prediction sets. In this work, we study how to dep…