Model joint training method and device based on privacy protection

A privacy protection and training method technology, applied in the joint training method and device field of the model, can solve the problems of high communication overhead and hidden dangers in data security, and achieve the effect of reducing resource consumption

Active Publication Date: 2021-01-15
ALIPAY (HANGZHOU) INFORMATION TECH CO LTD
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  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

It can be seen that joint training is accompanied by high communication overhead and hidden dangers in data security to a certain extent.

Method used

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  • Model joint training method and device based on privacy protection
  • Model joint training method and device based on privacy protection
  • Model joint training method and device based on privacy protection

Examples

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Embodiment Construction

[0086]The description will be further described in detail below in conjunction with the drawings and embodiments. It can be understood that the specific embodiments described here are only used to explain the related invention, but not to limit the invention. The described embodiments are only a part of the embodiments in this specification, rather than all the embodiments. Based on the embodiments in this specification, all other embodiments obtained by those of ordinary skill in the art without creative work shall fall within the protection scope of this application.

[0087]As shown in this specification and claims, unless the context clearly indicates exceptions, the words "a", "an", "an" and / or "the" do not specifically refer to the singular, but may also include the plural. Generally speaking, the terms "including" and "including" only suggest that the steps and elements that have been clearly identified are included, and these steps and elements do not constitute an exclusive li...

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Abstract

The embodiment of the invention provides a model joint training method and device based on privacy protection. In the joint training process, under the condition that the target number is greater thanor equal to a preset target iteration round, the number of gradients for joint training is adjusted based on the target number, the server determines the number (i.e., the target number) of gradientsneeding to be sent to the server by the terminal in the next round or several rounds of iteration, so that the terminal participating in joint training does not need to upload all the obtained gradients to the server in the whole joint training process.

Description

Technical field[0001]The embodiments of this specification relate to the field of data security technology, specifically, to a joint training method and device of a model.Background technique[0002]In order to solve the problem of data islands, the joint training of models through the cooperation of multiple terminals has gradually attracted the attention of the industry.[0003]The number of terminals (which may include a server and at least one terminal) involved in the joint training process is not unique. In the process of joint training, more than one data transmission may be required between at least two terminals participating in the joint training. It can be seen that joint training is accompanied by high communication overhead and hidden dangers in data security to a certain extent. In some network environments and computing environments, this phenomenon is more obvious.Summary of the invention[0004]The embodiments of this specification provide a joint training method and devi...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06F21/60G06N3/08
CPCG06F21/602G06N3/08
Inventor 周启贤张君涛
Owner ALIPAY (HANGZHOU) INFORMATION TECH CO LTD
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