The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.

The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.

Date of Patent:
Mar. 04, 2025

Filed:

Sep. 30, 2020
Applicant:

International Business Machines Corporation, Armonk, NY (US);

Inventors:

Mathieu Sinn, Mulhuddart, IE;

Beat Buesser, Mulhuddart, IE;

Ngoc Minh Tran, Dublin, IE;

Killian Levacher, Dublin, IE;

Hessel Tuinhof, Dublin, IE;

Assignee:
Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06F 21/57 (2013.01); G06N 20/00 (2019.01);
U.S. Cl.
CPC ...
G06F 21/577 (2013.01); G06N 20/00 (2019.01); G06F 2221/034 (2013.01);
Abstract

Various embodiments are provided for automated evaluation of machine learning models in a computing environment by one or more processors in a computing system. A level of robustness of a machine learning model against adversarial whitebox operations may be evaluated and determined by applying a data set used for testing the machine learning model, one or more adversarial operation objectives, an adversarial threat model, and a selected number of hyperparameters. Results from the adversarial operation may be analyzed and a modified machine learning model may be generated while performing the evaluating and determining.


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