Derives simultaneous high-probability upper bounds on realized FDP for conformal p-values that hold for arbitrary post-hoc thresholds via an envelope on the null empirical distribution function.
The Annals of Statistics , volume=
3 Pith papers cite this work. Polarity classification is still indexing.
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2026 3verdicts
UNVERDICTED 3representative citing papers
Trimming helps conformal prediction under contamination precisely when the anomaly score separates retention probabilities without biasing clean scores, otherwise the retained mixture coefficient prevents substantial decontamination.
An oracle-optimal decision policy for informative conformal prediction sets is calibrated to ensure finite-sample FCR control and delivers higher power than prior methods on classification tasks.
citing papers explorer
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Everywhere Valid Bounds on False Discovery Proportions in Conformal Inference
Derives simultaneous high-probability upper bounds on realized FDP for conformal p-values that hold for arbitrary post-hoc thresholds via an envelope on the null empirical distribution function.
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When Does Trimming Help Conformal Prediction? A Retained-Law Diagnostic under Calibration Contamination
Trimming helps conformal prediction under contamination precisely when the anomaly score separates retention probabilities without biasing clean scores, otherwise the retained mixture coefficient prevents substantial decontamination.
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Selecting Informative Conformal Prediction Sets with an Optimized FCR-Controlled Approach
An oracle-optimal decision policy for informative conformal prediction sets is calibrated to ensure finite-sample FCR control and delivers higher power than prior methods on classification tasks.