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:
Jun. 20, 2023

Filed:

Sep. 10, 2019
Applicant:

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

Inventors:

Ngoc Minh Tran, Dublin, IE;

Mathieu Sinn, Dublin, IE;

Maria-Irina Nicolae, Dublin, IE;

Martin Wistuba, Dublin, IE;

Ambrish Rawat, Dublin, IE;

Beat Buesser, Dublin, IE;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 21/55 (2013.01); G06N 20/00 (2019.01); G06N 3/082 (2023.01);
U.S. Cl.
CPC ...
G06F 21/552 (2013.01); G06N 3/082 (2013.01); G06N 20/00 (2019.01); G06F 2221/033 (2013.01);
Abstract

Various embodiments are provided for securing machine learning models by one or more processors in a computing system. One or more hardened machine learning models that are secured against adversarial attacks are provided by applying one or more of a plurality of combinations of selected preprocessing operations from one or more machine learning models, a data set used for hardening the one or more machine learning models, a list of preprocessors, and a selected number of learners.


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