BriefGPT.xyz
Jun, 2022
基于不确定性估计视角的图分类中的OOD检测
Towards OOD Detection in Graph Classification from Uncertainty Estimation Perspective
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Gleb Bazhenov, Sergei Ivanov, Maxim Panov, Alexey Zaytsev, Evgeny Burnaev
TL;DR
本研究从不确定性估计的角度考虑了图分类的离群检测问题，对几种最近提出的方法进行了比较，发现在离群检测时需要考虑图形表征和预测分类分布。
Abstract
The problem of
out-of-distribution detection
for
graph classification
is far from being solved. The existing models tend to be overconfident about OOD examples or completely ignore the detection task. In this wor
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