Active Standard

IEEE 2986-2023

IEEE Recommended Practice for Privacy and Security for Federated Machine Learning

Privacy and security issues pose great challenges to the federated machine leaning (FML) community. A general view on privacy and security risks while meeting applicable privacy and security requirements in FML is provided. This recommended practice is provided in four parts: malicious failure and non-malicious failure in FML, privacy and security requirements from the perspective of system and FML participants, defensive methods and fault recovery methods, and the privacy and security risks evaluation. It also provides some guidance for typical FML scenarios in different industry areas, which can facilitate practitioners to use FML in a better way.

Sponsor Committee
C/AISC - Artificial Intelligence Standards Committee
Joint Sponsors
C/LT
Status
Active Standard
PAR Approval
2021-03-25
Board Approval
2023-12-06
History
Published:
2024-04-26

Working Group Details

Society
IEEE Computer Society
Learn More About IEEE Computer Society
Sponsor Committee
C/AISC - Artificial Intelligence Standards Committee
Working Group
SPFML - Security and Privacy for Federated Machine Learning
IEEE Program Manager
Christy Bahn
Contact Christy Bahn
Working Group Chair
Zuping Wu

Other Activities From This Working Group

Current projects that have been authorized by the IEEE SA Standards Board to develop a standard.


No Active Projects

Standards approved by the IEEE SA Standards Board that are within the 10-year lifecycle.


No Active Standards

These standards have been replaced with a revised version of the standard, or by a compilation of the original active standard and all its existing amendments, corrigenda, and errata.


No Superseded Standards

These standards have been removed from active status through a ballot where the standard is made inactive as a consensus decision of a balloting group.


No Inactive-Withdrawn Standards

These standards are removed from active status through an administrative process for standards that have not undergone a revision process within 10 years.


No Inactive-Reserved Standards
Subscribe to our Newsletter

Sign up for our monthly newsletter to learn about new developments, including resources, insights and more.