Deep Learning with Differential Privacy, Martín Abadi, Andy Chu, Ian Goodfellow, H. Brendan McMahan, Ilya Mironov, Kunal Talwar, and Li Zhang, 2016Proceedings of the 2016 ACM SIGSAC Conference on Computer and Communications Security (Association for Computing Machinery (ACM))DOI: 10.1145/2976749.2978318 - 介绍了差分隐私随机梯度下降(DP-SGD),这是使用差分隐私训练机器学习模型的基本技术,与深度学习合成数据生成高度相关。