Safety evaluation method, device and equipment for AI framework and storage medium

An evaluation method and framework technology, applied in the direction of computer security devices, software testing/debugging, error detection/correction, etc., can solve problems such as comprehensiveness and systemic deficiencies

Active Publication Date: 2021-03-19
苏州三六零智能安全科技有限公司
View PDF4 Cites 6 Cited by
  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0006] The main purpose of the present invention is to provide a security evaluation method, device, equipment, and storage medium for an AI framework, aiming to solve the problem that the existing framework data security detection methods rely too much on traditional vulnerability mining technology and manual reverse analysis, resulting in comprehensive and systemic technical problems

Method used

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
View more

Image

Smart Image Click on the blue labels to locate them in the text.
Viewing Examples
Smart Image
  • Safety evaluation method, device and equipment for AI framework and storage medium
  • Safety evaluation method, device and equipment for AI framework and storage medium
  • Safety evaluation method, device and equipment for AI framework and storage medium

Examples

Experimental program
Comparison scheme
Effect test

Embodiment Construction

[0080] It should be understood that the specific embodiments described here are only used to explain the present invention, not to limit the present invention.

[0081] refer to figure 1 , figure 1 It is a schematic structural diagram of the security evaluation device of the AI ​​framework of the hardware operating environment involved in the solution of the embodiment of the present invention.

[0082] Such as figure 1 As shown, the security evaluation device of the AI ​​framework may include: a processor 1001 , such as a central processing unit (Central Processing Unit, CPU), a communication bus 1002 , a user interface 1003 , a network interface 1004 , and a memory 1005 . 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 keyboard (Keyboard), and the optional user interface 1003 may also include a standard wired interface and a...

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
Login to view more

PUM

No PUM Login to view more

Abstract

The invention relates to the technical field of software security, and discloses an AI framework security evaluation method, device and equipment and a storage medium, and the method comprises the steps: obtaining a framework source code of a to-be-evaluated AI framework, carrying out the module composition analysis of the to-be-evaluated AI framework according to the framework source code, obtaining a framework composition analysis result, and carrying out the attack surface analysis of the to-be-evaluated AI framework; obtaining an attack surface analysis result, and performing security riskevaluation on the to-be-evaluated AI framework based on the framework composition analysis result and the attack surface analysis result to obtain a security risk evaluation result. According to themethod, the security risk evaluation is carried out on the AI framework by combining the component analysis of the module in the AI framework with the attack surface analysis of the module, so that compared with the existing traditional vulnerability mining technology and manual reverse analysis mode; on one hand, the comprehensiveness and accuracy of the risk evaluation can be ensured; on the other hand, the automation degree of risk evaluation and the perceptibility to safety risks can be improved.

Description

technical field [0001] The present invention relates to the technical field of software security, in particular to a security evaluation method, device, equipment and storage medium of an AI framework. Background technique [0002] In recent years, many world-renowned Internet IT technology companies have released a series of open source artificial intelligence frameworks, such as Tensorflow, PyTorch, MXNet, CNTK, Caffe, etc., and have been widely adopted by industry and academia. [0003] When major manufacturers develop artificial intelligence frameworks, they pay more attention to its functions, performance, and ease of use for developers, and do not fully consider the security of the implementation level of the system software itself. On the one hand, the internal implementation level of the artificial intelligence (AI) framework may have security risks; on the other hand, the AI ​​framework may call third-party components to varying degrees, introducing supply chain sec...

Claims

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
Login to view more

Application Information

Patent Timeline
no application Login to view more
Patent Type & Authority Applications(China)
IPC IPC(8): G06F11/36G06F21/57
CPCG06F11/3668G06F21/577
Inventor 邹权臣潘越钱佳宇刘昭彭伟珰张德岳
Owner 苏州三六零智能安全科技有限公司
Who we serve
  • R&D Engineer
  • R&D Manager
  • IP Professional
Why Eureka
  • Industry Leading Data Capabilities
  • Powerful AI technology
  • Patent DNA Extraction
Social media
Try Eureka
PatSnap group products

Browse by: Latest US Patents, China's latest patents, Technical Efficacy Thesaurus, Application Domain, Technology Topic.

© 2024 PatSnap. All rights reserved.Legal|Privacy policy|Modern Slavery Act Transparency Statement|Sitemap