Patent · US Active

Privacy-preserving federated learning

US12160504B2 · kind B2 · utility

1Cited by
4References
20Claims
0Family size

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Inventors

Key dates

Filing dateNov 13, 2019
Grant dateDec 3, 2024
Priority date
Expiry dateApr 17, 2041

Classification

  • Technology area (CPC G)Physics
  • CPC primaryG06N5/01
  • WIPO fieldDigital communication
  • WIPO sectorElectrical engineering

Abstract

A plurality of public encryption keys are distributed to a plurality of participants in a federated learning system, and a first plurality of responses is received from the plurality of participants, where each respective response of the first plurality of responses was generated based on training data local to a respective participant of the plurality of participants and is encrypted using a respective public encryption key of the plurality of public encryption keys. A first aggregation vector is generated based on the first plurality of responses, and a first private encryption key is retrieved using the first aggregation vector. An aggregated model is then generated based on the first private encryption key and the first plurality of responses.

Source: USPTO / EPO open patent data. Objective bibliographic and citation counts.