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Mei-Hui Zhong

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#artificial intelligence Preprint Oct 2026

Stochastic Grouping Conformal Prediction for Effective Subgroup Reliability

Conformal prediction offers a distribution-free coverage guarantee, making it especially attractive for clinical applications. Standard conformal prediction, however, provides such guarantees only at the population level, and its prediction sets can exhibit coverage disparities across clinically important subgroups. A...

Mei-Hui Zhong, Wen-Xin Tai, Ting Zhong et al. · 0 citations
Conference Aug 2026

Window Test-Time Adaptation for Lifetime Prediction Considering Non-Stationary Noise

Accurate lifetime prediction is critical for prognostics and health management (PHM) of safety-critical industrial equipment such as rolling bearings. However, degradation monitoring signals collected from run-to-failure processes often suffer from continuous distribution drift under complex and nonstationary operating...

Xu-Tao Yi, Yi-Li Li, Mei-Hui Zhong · 0 citations

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