BriefGPT.xyz
Oct, 2019
开发鲁棒性神经网络的要求
Requirements for Developing Robust Neural Networks
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John S. Hyatt, Michael S. Lee
TL;DR
神经网络分类器的质量不仅仅取决于验证准确率,而是需要结合其他性能指标,如可解释性、抗拒对抗性攻击和超出分布数据的过度自信。
Abstract
validation accuracy
is a necessary, but not sufficient, measure of a
neural network classifier
's quality. High
validation accuracy
during
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