Clinical selective prediction misreads imbalance as uncertainty
Across 56 synthetic settings and three disease cohorts, standard entropy failed to protect minority patients.
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Stories tagged #selective-prediction
Available Guardrails: Certifying Selective Prediction across ML Systems
Finite data often blocks certifying selective-prediction safety gates, and split planning recovers part of the lost coverage.
Confidence Comes from Experience: Experiential Confidence Estimation from Reasoning to Agents
XConf estimates LLM confidence from accumulated past episodes, improving calibration and discrimination across nine benchmarks at one-tenth self-consistency cost.
Cross-Model Agreement as a Deployment-Time Reliability Signal for Automatic Polyp Segmentation
Referee-Based Quality Estimation flags unreliable polyp segmentations at inference without ground truth, reaching ROC-AUC 0.960 with SegFormer-B0 referees.