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Dear Colleagues,
ln our last Privacy-Preserving Federated Learning (PPFL) post, we explored the problem of providing input privacy in PPFL systems for the horizontally-partitioned setting. In this new post, Protecting Model Updates in Privacy-Preserving Federated Learning: Part Two, we focus on techniques for providing input privacy when data is vertically partitioned. This is particularly challenging, and organizations will need to grapple with trade-offs between data leakage and performance costs. Learn more in the fifth post of our series.
Protecting Model Updates in Privacy-Preserving Federated Learning: Part Two by David Darais, Joseph Near, Mark Durkee, and Dave Buckley
Read blogs #1 – #5 on our PPFL Blog Series page. We encourage readers to ask questions by contacting us at privacyeng@nist.gov.
Meanwhile—stay tuned for the next PPFL blog post!
All the best,
NIST Privacy Engineering Program
The National Cybersecurity Center of Excellence (NCCoE) has released for public comment the initial public draft of NIST CSWP 32 ipd, NIST Cybersecurity Framework 2.0: A Guide to Creating Community Profiles. The comment period is open through May 3, 2024.
The NIST Cybersecurity Framework (CSF) 2.0 introduced the term “Community Profiles” to reflect the use of the CSF for developing use case-specific cybersecurity risk management guidance for multiple organizations. This guide provides considerations for creating and using Community Profiles to help implement the Framework. The guide describes Community Profiles, provides guidance for the content that may be conveyed through a Community Profile, and offers a Community Profile Lifecycle (Plan, Develop, Use, Maintain).
Read more about this guide, including the benefits of using Community Profiles.
The public comment period closes at 11:59 p.m. EDT on Friday, May 3, 2024. Please email all draft comments to framework-profiles@nist.gov. We encourage you to submit all feedback using the comment template found on our project page.
Consider joining the Community of Interest (COI) to receive the latest project news and announcements. Email the team declaring your interest or complete the sign-up form on our project page.