Advancing Differential Privacy: Where We Are Now and Future Directions for Real-World Deployment
Advancing Differential Privacy: Where We Are Now and Future Directions for Real-World Deployment
复制标题
推进差异化隐私：现实世界部署的现状和未来方向
DOI：
10.1162/99608f92.d3197524
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发表时间：
2024
期刊：
影响因子：
--
通讯作者：
Ohrimenko, Olga
中科院分区：
文献类型：
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作者：
Cummings, Rachel;Desfontaines, Damien;Evans, David;Geambasu, Roxana;Huang, Yangsibo;Jagielski, Matthew;Kairouz, Peter;Kamath, Gautam;Oh, Sewoong;Ohrimenko, Olga
在这篇文章中，我们提出了一个详细的审查目前的做法和国家的最先进的方法在该领域的差异隐私（DP），重点推进DP的部署在现实世界中的应用。文章的重点和高层次内容源自于2022年7月举行的“差异隐私（DP）：挑战下一个前沿”研讨会的讨论，该研讨会与来自行业，学术界和公共部门的专家一起寻求有关隐私及其在行业级系统设计中的影响的广泛问题的答案。本文旨在为隐私领域的算法和设计决策提供参考点，突出重要的挑战和潜在的研究方向。本文涵盖了广泛的主题，深入研究了设计私有系统的基础设施需求，实现更好的隐私/实用性权衡的方法，执行隐私攻击和审计，以及与更广泛的受众和利益相关者进行隐私交流。
In this article, we present a detailed review of current practices and state-of-the-art methodologies in the field of differential privacy (DP), with a focus of advancing DP's deployment in real-world applications. Key points and high-level contents of the article were originated from the discussions from "Differential Privacy (DP): Challenges Towards the Next Frontier," a workshop held in July 2022 with experts from industry, academia, and the public sector seeking answers to broad questions pertaining to privacy and its implications in the design of industry-grade systems. This article aims to provide a reference point for the algorithmic and design decisions within the realm of privacy, highlighting important challenges and potential research directions. Covering a wide spectrum of topics, this article delves into the infrastructure needs for designing private systems, methods for achieving better privacy/utility trade-offs, performing privacy attacks and auditing, as well as communicating privacy with broader audiences and stakeholders.