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Lian-Hui You

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#machine learning Preprint Sep 2026

SimplexUQ: An Evaluation Framework and Benchmark for Conformal Uncertainty on Simplex-Valued Predictions

Conformal prediction guarantees marginal coverage, but a single calibration threshold can still spread that coverage unevenly, over-covering easy regions and under-covering hard ones. SimplexUQ is, to our knowledge, the first benchmark and reproducible protocol for measuring this allocation problem on simplex-valued pr...

Lian-Hui You, He Shi, Dong-Wen Ou · 0 citations
#machine learning Preprint Sep 2026

Missingness-Aware Conformal Prediction Under Cross-Hospital Distribution Shift

A missingness-aware conformal calibration procedure for mortality prediction under cross-hospital distribution shift is proposed, which reduces the average worst-group coverage gap on its selected groups in all six settings, with a median reduction of 1.9 percentage points.

Lian-Hui You, Dong-Wen Ou, He Shi et al. · 0 citations

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