When Does Trimming Help Conformal Prediction? A Retained-Law Diagnostic under Calibration Contamination

Trimming suspicious calibration points is a common response to contamination in conformal prediction. Its effect on clean-target coverage, however, is governed by the retained law induced by trimming, not by the contamination level alone. We analyse fixed-threshold trimming as conditioning rather th