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Information transmission method, device and equipment and computer readable storage medium

A technology for information transmission and equipment, which is applied in computer security devices, computing, computing models, etc., and can solve problems such as large amount of calculation.

Pending Publication Date: 2020-08-25
WEBANK (CHINA)
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0005] The main purpose of the present invention is to provide an information transmission method, device, equipment and computer-readable storage medium, aiming to solve the computational burden brought by the existing encryption method to protect the information to be transmitted in the federated learning modeling process big problem

Method used

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  • Information transmission method, device and equipment and computer readable storage medium
  • Information transmission method, device and equipment and computer readable storage medium
  • Information transmission method, device and equipment and computer readable storage medium

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Embodiment Construction

[0050] It should be understood that the specific embodiments described here are only used to explain the present invention, not to limit the present invention.

[0051] Such as figure 1 as shown, figure 1 It is a schematic diagram of the device structure of the hardware operating environment involved in the solution of the embodiment of the present invention.

[0052] It should be noted that the information transmission device in this embodiment of the present invention may be a smart phone, a personal computer, a server, etc., and no specific limitation is set here.

[0053] Such as figure 1 As shown, the information transfer device may include: a processor 1001 , such as a CPU, a network interface 1004 , a user interface 1003 , a memory 1005 , and a communication bus 1002 . Wherein, the communication bus 1002 is used to realize connection and communication between these components. The user interface 1003 may include a display screen (Display), an input unit such as a ke...

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PUM

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Abstract

The invention discloses an information transmission method, device and equipment and a computer readable storage medium, and the method comprises the steps: obtaining to-be-transmitted information ina federated learning task, and carrying out the transformation of the to-be-transmitted information according to a preset transformation rule, and obtaining transformation information; and sending thetransformation information and the transformation rule to a receiver, so as to enable the receiver to restore the transformation information based on the transformation rule to obtain the to-be-transmitted information, and continue to execute a federated learning task based on the to-be-transmitted information. According to the method, the privacy protection effect of federated learning is improved, meanwhile, the calculated amount in the information transmission process is reduced, and the information transmission efficiency in the federated learning process is improved.

Description

technical field [0001] The present invention relates to the technical field of artificial intelligence, in particular to an information transmission method, device, equipment and computer-readable storage medium. Background technique [0002] With the development of computer technology, more and more technologies (big data, distributed, blockchain, artificial intelligence, etc.) The industry's security and real-time requirements also put forward higher requirements for technology. [0003] At present, the federated learning modeling method, which combines multiple parties for model training through the way that data does not leave the local area, has been applied to more and more fields to solve the problem of "data islands". In the current federated learning process, all parties will send gradient information or model parameter information to each other. Through the transmission of these information, they will cooperate to complete the federated learning task. However, in ...

Claims

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Application Information

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IPC IPC(8): G06N20/00G06F21/62G06F21/60
CPCG06F21/602G06F21/606G06F21/6245G06F2221/2107G06N20/00
Inventor 张天豫范力欣吴锦和
Owner WEBANK (CHINA)