Differential Privacy 论文阅读

【论文阅读】Deep Learning with Differential Privacy

（梯度层面）提出DP-SGD，它在更新参数的同时给梯度增加噪声。他们引入了moment accountant算法来跟踪累积隐私损失来估计$\epsilon$和 $\delta$。

【论文阅读】Differentially Private Mixture of Generative Neural Networks

（梯度层面）提出一种差异隐私生成模型，由生成神经网络的混合物组成，如限制性玻尔兹曼机器（RBMs）和变分自动编码器（VAEs）。

【论文阅读】Learning Differentially Private Recurrent Language Models

（梯度层面）提出差异隐私长期短期记忆(LSTM)，它为语言模型提供了 DP。

【论文阅读】Differentially Private Generative Adversarial Network

（梯度层面）提出了一种差分隐私GAN（DPGAN）来为差异隐私生成器提供DP。DPGAN将噪声注入鉴别器的梯度中，获得差分隐私鉴别器。生成器用鉴别器进行训练，因此基于后处理理论具有差分隐私性质。

【论文阅读】Differentially private model publishing for deep learning

（梯度层面）采用不同的采样策略和集中的 DP (CDP)来提供更高水平的隐私。

【论文阅读】Differential Privacy Preservation for Deep Auto-Encoders: an Application of Human Behavior Prediction

（目标函数层面）应用在深度自编码器

【论文阅读】Preserving Differential Privacy in Convolutional Deep Belief Networks

（目标函数层面）应用在深度信念网络

【论文阅读】Certified Robustness to Adversarial Examples with Differential Privacy

【论文阅读】Security and Privacy Issues in Deep Learning

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【论文阅读】Differential Privacy in Deep Learning: An Overview

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【论文阅读】Obfuscation of Images via Differential Privacy: From Facial Images to General Images

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【论文阅读】IdentityDP: Differential Private Identification Protection for Face Images

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【论文阅读】Differentially Private Imaging via Latent Space Manipulation

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【论文阅读】DP-IMAGE: Differential Private for Image Data in Feature Space

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【论文阅读】Scalable Differential Privacy with Sparse Network Finetuning

【论文阅读】Face Image Publication Based on Differential Privacy

【论文阅读】Contextualize differential privacy in image database: a lightweight image differential privacy approach based on principal component analysis inverse

【论文阅读】Mixed Differential Privacy in Computer Vision

【论文阅读】Differential Privacy: What is all the noise about?

【论文阅读】Differential Privacy in Natural Language Processing: The Story So Far

【论文阅读】DPGEN: Differentially Private Generative Energy-Guided Network for Natural Image Synthesis

【论文阅读】GAN-Based Differential Private Image Privacy Protection Framework for the Internet of Multimedia Things

【论文阅读】A Survey on Differential Privacy for Unstructured Data Content