From prediction sets to calibrated class scores

Last week the series spent four posts discussing prediction sets — the APS construction, the RAPS and SAPS refinements, the singleton-rate argument for margin over hinge.

That is the headline product of conformal classification.

However, practitioners deploying a classifier inside a tabular pipeline — credit, fraud, churn, ranking, infrequent-event triage…