BriefGPT.xyz
Jun, 2022
从经过训练的神经网络中重构训练数据
Reconstructing Training Data from Trained Neural Networks
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Niv Haim, Gal Vardi, Gilad Yehudai, Ohad Shamir, Michal Irani
TL;DR
本研究证明在某些情况下,可以通过已经训练好的神经网络分类器的参数,重建训练数据的大部分内容,这对隐私具有负面影响,为此提出了一种新的重建方案。
Abstract
Understanding to what extent
neural networks
memorize
training data
is an intriguing question with practical and theoretical implications. In this paper we show that in some cases a significant fraction of the
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