When Does Trimming Help Conformal Prediction? A Retained-Law Diagnostic under Calibration Contamination
stat.ML, cs.LG
Submitted: 2026-05-07
Updated: 2026-10-12
Terminology
Sources
- A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty Quantification
- Conformal Prediction under Levy-Prokhorov Distribution Shifts: Robustness to Local and Global Perturbations
- Noise-Adaptive Conformal Classification with Marginal Coverage
- Conformal Prediction with Cellwise Outliers: A Detect-then-Impute Approach
- A Conformal Prediction Score that is Robust to Label Noise
- Exploring the Noise Robustness of Online Conformal Prediction
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