- 专利标题: System, method, and computer program product for verifying integrity of machine learning models
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申请号: US16413987申请日: 2019-05-16
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公开(公告)号: US11481671B2公开(公告)日: 2022-10-25
- 发明人: Vishwas Siravara , Peijie Li , Yu Gu
- 申请人: Visa International Service Association
- 申请人地址: US CA San Francisco
- 专利权人: Visa International Service Association
- 当前专利权人: Visa International Service Association
- 当前专利权人地址: US CA San Francisco
- 代理机构: The Webb Law Firm
- 主分类号: G06N20/00
- IPC分类号: G06N20/00 ; G06F21/60 ; G06F21/64
摘要:
Provided is a system for verifying integrity of a machine learning model, the system includes at least one processor programmed or configured to determine whether an output of a machine learning model based on an input corresponds to a reference output of the machine learning model based on the input, serialize the machine learning model into a file, calculate a file integrity value of the file using a file integrity detection function, determine whether the file integrity value corresponds to a reference file integrity value of the file, and perform an operation with the machine learning model based on determining that the file integrity value corresponds to the reference file integrity value of the file. A method and computer program product are also disclosed.
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