Author

Changliang Zou

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Preprint Oct 2026

Moment-Calibrated Conformal Prediction with Side Information

For a fixed conformal score function, standard split conformal prediction calibrates a prediction set using the empirical distribution of the conformal scores, without using available side information about the data. We propose a moment-calibrated approach that uses such information to reduce variability across calibra...

Guang-Hui Wang, Liu-Hua Peng, Liu Liu et al. · 0 citations

2025

Personalized Federated Conformal Prediction with Localization

Personalized federated conformal prediction (PFCP), a novel framework that combines personalized federated learning with conformal prediction to provide statistically valid agent-personalized prediction sets with instance-localization, is proposed.

Yin-Jie Min, Chuchen Zhang, Liuhua Peng et al. · Neural Information Processin... · 5 citations · ⚡1