Invention Grant
- Patent Title: System, method, and computer program product for verifying integrity of machine learning models
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Application No.: US16413987Application Date: 2019-05-16
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Publication No.: US11481671B2Publication Date: 2022-10-25
- Inventor: Vishwas Siravara , Peijie Li , Yu Gu
- Applicant: Visa International Service Association
- Applicant Address: US CA San Francisco
- Assignee: Visa International Service Association
- Current Assignee: Visa International Service Association
- Current Assignee Address: US CA San Francisco
- Agency: The Webb Law Firm
- Main IPC: G06N20/00
- IPC: G06N20/00 ; G06F21/60 ; G06F21/64

Abstract:
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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