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Scaling Full Conformal Image Classifiers

Silva-Rodríguez, Julio et al.
arXiv (All) · Papers
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computer-vision-and-pattern-recognition
Conformal prediction provides set-valued predictions with distribution-free coverage guarantees, making it attractive for high-stakes image classification. However, split conformal prediction is data-inefficient, while full conformal prediction (FCP), despite its stronger statistical efficiency, is
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