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Combination of protection measures for artificial intelligence applications against artificial intelligence attacks

机译:针对人工智能攻击的人工智能应用保护措施组合

摘要

A method and system of protecting an artificial intelligence (AI) application are provided. Parameters of the AI application are identified. An assessment of a vulnerability of the AI application is performed, including: applying a combination of protection measures comprising two or more protection measures against at least two different attacks and at least one dataset, and determining whether the combination of protection measures is successful in defending the AI application. A target configuration of an AI model to protect the AI application is determined based on the assessed vulnerability of the AI application. An AI enhanced algorithm is determined to adjust the AI model to include a combination of most computationally efficient defenses based on the target configuration. The adjusted AI model is used to protect the AI application.
机译:本发明提供了一种保护人工智能(AI)应用的方法和系统。确定了人工智能应用的参数。对AI应用程序的漏洞进行评估,包括:针对至少两种不同的攻击和至少一个数据集应用包括两个或多个保护措施的保护措施组合,并确定保护措施组合是否成功防御AI应用程序。根据人工智能应用程序的评估漏洞,确定用于保护人工智能应用程序的人工智能模型的目标配置。人工智能增强算法用于调整人工智能模型,以包括基于目标配置的计算效率最高的防御组合。调整后的人工智能模型用于保护人工智能应用程序。

著录项

  • 公开/公告号US11275841B2

    专利类型

  • 公开/公告日2022-03-15

    原文格式PDF

  • 申请/专利权人 ADVERSA AI LTD;

    申请/专利号US201916565435

  • 发明设计人 ALEKSANDR POLIAKOV;

    申请日2019-09-09

  • 分类号G06F21/57;G06F16/951;G06K9/62;

  • 国家 US

  • 入库时间 2022-08-24 23:52:11

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