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Mar, 2024
外部分布检测应该使用符合性预测(反之亦然?)
Out-of-Distribution Detection Should Use Conformal Prediction (and Vice-versa?)
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Paul Novello, Joseba Dalmau, Léo Andeol
TL;DR
提供了一种使用Conformal Prediction(CP)来更好评估OOD分数的方法,并通过引入新的conformal AUROC和conformal FRP@TPR95度量对OOD基准进行了改进,同时展示了OOD和CP之间相辅相成的优势。
Abstract
Research on
out-of-distribution
(OOD) detection focuses mainly on building scores that efficiently distinguish OOD data from In Distribution (ID) data. On the other hand,
conformal prediction
(CP) uses non-confor
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