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Aug, 2019
AdaCliP: 面向隐私SGD的自适应剪辑
AdaCliP: Adaptive Clipping for Private SGD
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Venkatadheeraj Pichapati, Ananda Theertha Suresh, Felix X. Yu, Sashank J. Reddi, Sanjiv Kumar
TL;DR
本研究提出了 AdaCliP 差分隐私SGD算法，通过对梯度进行逐坐标自适应剪辑的方式，可以降低加入的噪音，从而得到更准确的模型。
Abstract
privacy preserving
machine learning
algorithms are crucial for learning models over user data to protect sensitive information. Motivated by this,
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