The Journal of Privacy and Confidentiality is an open-access multi-disciplinary journal whose purpose is to facilitate the coalescence of research methodologies and activities in the areas of privacy, confidentiality, and disclosure limitation. The JPC seeks to publish a wide range of research and review papers, not only from academia, but also from government (especially official statistical agencies) and industry, and to serve as a forum for exchange of views, discussion, and news.

Vol. 14 No. 1 (2024): Regular issue, including articles based on presentations at TPDP 2022

Regular issue, includes additional articles based on presentations at TPDP 2022 - Theory and Practice of Differential Privacy.

Executive Editors: Lars Vilhuber and Rachel Cummings

Guest Editors (TPDP 2022 content): Audra McMillan and Gautam Kamath

Published: 2024-02-11

Differentially Private Guarantees for Analytics and Machine Learning on Graphs: A Survey of Results

Tamara T. Mueller, Dmitrii Usynin, Johannes C. Paetzold, Rickmer Braren, Daniel Rueckert, Georgios Kaissis

Exact Privacy Analysis of the Gaussian Sparse Histogram Mechanism

Arjun Wilkins, Daniel Kifer, Danfeng Zhang, Brian Karrer

Numerical Composition of Differential Privacy

Sivakanth Gopi, Yin Tat Lee, Lukas Wutschitz
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