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stat.ML2026
Replicable Conformal Prediction
Marios Papamichalis, Regina Ruane, Theofanis Papamichalis
Two analysts who calibrate the same predictive model on independent samples will deploy different prediction sets every time, because the calibration threshold inherits the randomn…
stat.ML2026
Structure of Classifier Boundaries: Case Study for a Naive Bayes Classifier
Alan F. Karr, Zac Bowen, Adam A. Porter +1
For a Bayes classifier whose input space is a graph, we study the structure of the boundary, which comprises those points for which at least one neighbor is classified differently.…