AINeutralarXiv – CS AI · 4h ago6/10
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Reliable Conformal Prediction for Ordinal Classification Using the Ranked Probability Score
Researchers introduce a conformal prediction method for ordinal classification using the ranked probability score (RPS), a statistical approach that provides uncertainty quantification with guaranteed coverage properties. The technique produces contiguous prediction sets more efficiently than existing methods and shows improved performance across medical, financial, and image datasets.