Mark Durkee

Scalability Challenges in Privacy-Preserving Federated Learning

October 8, 2024

This post is part of a series on privacy-preserving federated learning. The series is a collaboration between NIST and the UK government’s Responsible

Implementation Challenges in Privacy-Preserving Federated Learning

August 20, 2024

In this post, we talk with Dr. Xiaowei Huang and Dr. Yi Dong (University of Liverpool), Dr. Mat Weldon ( United Kingdom (UK) Office of National Statistics (ONS)

Protecting Model Updates in Privacy-Preserving Federated Learning: Part Two

May 2, 2024

The problem The previous post in our series discussed techniques for providing input privacy in PPFL systems where data is horizontally partitioned. This blog

Data Distribution in Privacy-Preserving Federated Learning

February 27, 2024

This post is part of a series on privacy-preserving federated learning. The series is a collaboration between NIST and the UK government’s Responsible

Privacy Attacks in Federated Learning

January 24, 2024

This post is part of a series on privacy-preserving federated learning. The series is a collaboration between NIST and the UK government’s Centre for Data

Cybersecurity Insights

Mark Durkee