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Cybersecurity Insights

a NIST blog

Dave Buckley

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

The UK-US Blog Series on Privacy-Preserving Federated Learning: Introduction

December 7, 2023

This post is the first in a series on privacy-preserving federated learning. The series is a collaboration between CDEI and NIST. Advances in machine learning