Missingness-Aware Conformal Prediction Under Cross-Hospital Distribution Shift

arXiv:2609.30781 · cs.LG, stat.AP · Submitted 2026-09-25 · Read on arXiv

cs.LG, stat.AP

Submitted: 2026-09-25

Updated: 2026-09-25

Comments: 33 pages, 2 figures

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Calibration — 170× in this paper · explained in 7 episodes
• Conformal Prediction — 24× in this paper · explained in 5 episodes
• Aggregation — 15× in this paper · explained in 1 episode
• Exchangeability — 9× in this paper · explained in 2 episodes
• Covariate Shift — 5× in this paper · explained in 2 episodes
• Distribution Shift — 5× in this paper · explained in 5 episodes
• Global Open Source Severity of Illness Score — 2× in this paper
• Accuracy — 1× in this paper · explained in 1 episode
• Adam — 1× in this paper · explained in 2 episodes
• Alignment — 1× in this paper · explained in 1 episode
• Benchmark — 1× in this paper · explained in 2 episodes
• Data Augmentation — 1× in this paper · explained in 7 episodes
• Epistemic Uncertainty — 1× in this paper · explained in 9 episodes
• Regularization — 1× in this paper · explained in 3 episodes

Sources

• Conditional Coverage Diagnostics for Conformal Prediction
• Distribution-free inference with hierarchical data
• Conformal Prediction Assessment: A Framework for Conditional Coverage Evaluation and Selection

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