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stat.ML2026
RoSHAP: A Distributional Framework and Robust Metric for Stable Feature Attribution
Lanxin Xiang, Liang Shi, Youhui Ye +3
Feature attribution analysis is critical for interpreting machine learning models and supporting reliable data-driven decisions. However, feature attribution measures often exhibit…
stat.ML2022
Robust Flow-based Conformal Inference (FCI) with Statistical Guarantee
Youhui Ye, Meimei Liu, Xin Xing
Conformal prediction aims to determine precise levels of confidence in predictions for new objects using past experience. However, the commonly used exchangeable assumptions betwee…