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查询Tags标签: privacy,共有 9条记录-
【阅读笔记】Inverting Gradients -- How easy is it to break privacy in federated learning?
Inverting Gradients 前言一、论文解析Abstract1 Introduction2 Related Work3 Theoretical Analysis: Recovering Images from their Gradients3.1 Proposition(命题) 4 A Numerical Reconstruction Method5 Single Image Reconstruction from a Single GradientTraine…
2021/12/18 23:27:19 人评论 次浏览 -
【阅读笔记】Inverting Gradients -- How easy is it to break privacy in federated learning?
Inverting Gradients 前言一、论文解析Abstract1 Introduction2 Related Work3 Theoretical Analysis: Recovering Images from their Gradients3.1 Proposition(命题) 4 A Numerical Reconstruction Method5 Single Image Reconstruction from a Single GradientTraine…
2021/12/18 23:27:19 人评论 次浏览 -
DO NOT LET PRIVACY OVERBILL U TILITY: G RADIENT E MBEDDING P ERTURBATION FOR P RIVATE L EARNING
在差分隐私机制中,训练数据模型的隐私泄漏是有界的。然而,对于有意义的隐私参数,当模型包含大量可训练参数时,差异私有模型会显著降低效用。在本文中,我们提出了一种梯度嵌入扰动(GEP)算法,用于训练具有较高精度的差异私有深度模型。具体而言,在每个梯度下降步骤…
2021/12/5 23:47:13 人评论 次浏览 -
DO NOT LET PRIVACY OVERBILL U TILITY: G RADIENT E MBEDDING P ERTURBATION FOR P RIVATE L EARNING
在差分隐私机制中,训练数据模型的隐私泄漏是有界的。然而,对于有意义的隐私参数,当模型包含大量可训练参数时,差异私有模型会显著降低效用。在本文中,我们提出了一种梯度嵌入扰动(GEP)算法,用于训练具有较高精度的差异私有深度模型。具体而言,在每个梯度下降步骤…
2021/12/5 23:47:13 人评论 次浏览 -
Frequency Estimation & Heavy Hitter under Local Differential Privacy的一些重要组件
Frequency Estimation under Local Differential Privacy 该论文是一个综述类(survey)文章,主要介绍了一个 公共框架——将各种不同的LDP协议放入其中,并通过实验分析了不同实现选择之间的权衡。 该文主要对LDP一些常用的组件进行了介绍,并对他们的效用进行实验证明。…
2021/10/30 23:16:11 人评论 次浏览 -
Frequency Estimation & Heavy Hitter under Local Differential Privacy的一些重要组件
Frequency Estimation under Local Differential Privacy 该论文是一个综述类(survey)文章,主要介绍了一个 公共框架——将各种不同的LDP协议放入其中,并通过实验分析了不同实现选择之间的权衡。 该文主要对LDP一些常用的组件进行了介绍,并对他们的效用进行实验证明。…
2021/10/30 23:16:11 人评论 次浏览 -
App Privacy Policy
App Privacy Policy This application does not collect or transmit any users personally identifiable information. No personal information is used, stored, secured or disclosed by services this application works with.Technical information No technical in…
2021/8/26 23:06:57 人评论 次浏览 -
App Privacy Policy
App Privacy Policy This application does not collect or transmit any users personally identifiable information. No personal information is used, stored, secured or disclosed by services this application works with.Technical information No technical in…
2021/8/26 23:06:57 人评论 次浏览 -
Facebook, Google and Twitter threaten to leave Hong Kong over privacy law changes
Facebook, Google and Twitter threaten to leave Hong Kong over privacy law changes Theyre worried they may be held liable for users doxxing campaigns.Tech companies are already at odds with the Hong Kong government, and that tension appears to be on th…
2021/7/7 6:05:17 人评论 次浏览