Standard

IEEE 2986-2023

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Abstract

New IEEE Standard - Active. 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.

Document information

  • Standard from IEEE
  • Published:
  • Document type: IS
  • Publisher IEEE
  • Distributor IEEE
  • ICS 35.030
  • ICS 35.240.01
  • Technical Committee IEEE Computer Society / Artificial Intelligence Standards Committee

Product Relations

  • Refers: GSMA TS.47, AI Mobile Device Requirements Specification.