In July 2022, we organized a workshop (with the title Differential privacy (DP): Challenges towards the next frontier) with experts from industry, academia, and the public sector to seek answers to broad questions pertaining to privacy and its implications in the design of industry-grade systems. This document is the only public summary of the conversations from the workshop. There are two potential purposes of this document, which we envision: i) it serves as a standing reference for algorithmic/design decisions that are taken in the space of privacy, and ii) it provides guidance on future research directions. The document covers a broad array of topics, from infrastructure needs for designing private systems, to achieving better privacy/utility trade-offs, to conveying privacy guarantees to a broad audience. Finally, the document also looks at attacking and auditing these systems.
翻译:于2022年7月,我们组织了一场名为“差分隐私(DP):面向下一个前沿的挑战”的研讨会,招募了来自工业界、学术界和公共部门的专家,探讨隐私及其在工业级系统设计中的影响。本文档是从研讨会中交流的唯一公开摘要。我们设想这个文档有两个潜在目的:i)它作为隐私空间中的算法/设计决策的常设参考,以及ii)它提供未来研究方向的指导。本文档涵盖了广泛的主题,从设计私有系统所需的基础设施,到实现更好的隐私/效用折衷,再到向广泛的受众传递隐私保证。最后,本文档还考虑了攻击和审计这些系统。