Calibration-Preserving Pruning: Compression as a Reliability Contract

Ibne Farabi Shihab, Adria Binte Habib, Anuj Sharma

Split conformal prediction, not the pruning rule, supplies finite-sample marginal coverage once a pruned model is fixed independently of the conformal calibration split. We study t…