Advancing Differential Privacy: Where We Are Now and Future Directions for Real-World Deployment

arXiv:2304.06929v2 Announce Type: replace
Abstract: 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 …

applications art article arxiv cs.cr current deployment differential privacy focus future high key key points points practices privacy real review state world