AUTOMATED MACHINE LEARNING MODEL ASSESSMENT
Dossier Overview
Applicant
Saudi Arabian Oil Company
Inventor
John Gwilliams; Sultan Saadaldean Alsharif; Abdulmalik Abdulaziz Aljurayyad; Eidan K. Aleidan
IPC Classification
CPC Classification
The present disclosure relates to computer-implemented methods, software, and systems for security testing of machine learning (ML) models. A request is received to perform a security test on a first ML model, wherein the request comprises a file with the first ML model. The first ML model is analyzed to identify a type of the first ML model. Applicable test cases are generated for testing the first ML model. The applicable test cases are executed to determine a model assurance score indicative of an ability of the first ML model to withstand adversarial attacks. A report is provided for display at a display device, the report comprising the model assurance score for the first ML model.
Original (Chinese)
The present disclosure relates to computer-implemented methods, software, and systems for security testing of machine learning (ML) models. A request is received to perform a security test on a first ML model, wherein the request comprises a file with the first ML model. The first ML model is analyzed to identify a type of the first ML model. Applicable test cases are generated for testing the first ML model. The applicable test cases are executed to determine a model assurance score indicative of an ability of the first ML model to withstand adversarial attacks. A report is provided for display at a display device, the report comprising the model assurance score for the first ML model.
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