On Risk Assessment for Out-of-Distribution Detection

This paper challenges the conventional approach treating of out-of-distribution (OOD) risk as uniform and aimed at reducing OOD risk on average. We argue that managing OOD risk on average fails to account for the potential impact of rare, high-consequence events, which can undermine trust in a model...

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Bibliographic Details
Main Author: Anton Vasiliuk
Format: Article
Language:English
Published: IEEE 2025-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/10851275/
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