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Aug, 2019
具抗扰性的雅可比正则化学习
Robust Learning with Jacobian Regularization
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Judy Hoffman, Daniel A. Roberts, Sho Yaida
TL;DR
为了确保可靠系统的稳定性，机器学习中的Jacobian regularization可以防止过拟合，并保证模型对于输入数据的污染具有鲁棒性。
Abstract
Design of
reliable systems
must guarantee stability against input perturbations. In
machine learning
, such guarantee entails preventing
overfitti
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