AWhat changed
Penalizes cumulative ranked class probabilities beyond a chosen rank and calibrates the resulting nested randomized sets on held-out data to control marginal label coverage.
Scientific scope
Penalizes cumulative ranked class probabilities beyond a chosen rank and calibrates the resulting nested randomized sets on held-out data to control marginal label coverage. Inherits conformal validity and APS cumulative scores; new rank-tail regularization is distinct. Finite-sample theorem assumes i.i.d. calibration/test triples and nested sets, with positivity for near-tight upper coverage. Marginal coverage is not per-input conditional coverage or guaranteed minimal set size.
Evidence
The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. Inherits conformal validity and APS cumulative scores; new rank-tail regularization is distinct. Finite-sample theorem assumes i.i.d. calibration/test triples and nested sets, with positivity for near-tight upper coverage. Marginal coverage is not per-input conditional coverage or guaranteed minimal set size.
Contributors
- Source-listed authors and technical contributors · SCIENCE: Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.
Provisional WRS assessment, edition 2026-10-16.1. Independent expert calibration is pending. This grade does not certify correctness or assign ownership.
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