Title:
PRIVACY MACHINE LEARNING IMPLEMENTATION METHOD AND APPARATUS, AND DEVICE AND STORAGE MEDIUM
Document Type and Number:
WIPO Patent Application WO/2021/184345
Kind Code:
A1
Abstract:
Provided are a privacy machine learning implementation method and apparatus, and a device and a storage medium. The method comprises: when the computational logic of a plaintext machine learning model is executed, confirming whether the execution opportunity of a dynamic optimizer in the plaintext machine learning model arrives; and when the execution opportunity of the dynamic optimizer arrives, executing the dynamic optimizer so as to replace a native operator in the computational logic with a cryptographic operator, and executing the cryptographic operator, wherein the plaintext machine learning model is generated on the basis of a plaintext machine learning framework, the dynamic optimizer is derived from an optimizer base class of the plaintext machine learning framework, and the cryptographic operator and the dynamic optimizer are registered in the plaintext machine learning framework. According to the embodiments of the description, the implementation cost of privacy machine learning can be reduced.
Inventors:
CHEN YUANFENG (CN)
XIE XIANG (CN)
YAN YILIN (CN)
HUANG GAOFENG (CN)
SHI JUNJIE (CN)
LI SHENGLIN (CN)
SUN LILIN (CN)
XIE XIANG (CN)
YAN YILIN (CN)
HUANG GAOFENG (CN)
SHI JUNJIE (CN)
LI SHENGLIN (CN)
SUN LILIN (CN)
Application Number:
PCT/CN2020/080390
Publication Date:
September 23, 2021
Filing Date:
March 20, 2020
Export Citation:
Assignee:
PLATON CO LTD (CN)
International Classes:
G06N20/00; G06F21/60
Foreign References:
| CN109255234A | 2019-01-22 | |||
| CN110619220A | 2019-12-27 | |||
| CN110414187A | 2019-11-05 |
Attorney, Agent or Firm:
BEIJING SANYOU INTELLECTUAL PROPERTY AGENCY LTD. (CN)
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