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:
Oct. 10, 2023

Filed:

Mar. 12, 2020
Applicant:

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

Inventors:

Ian Michael Molloy, Chappaqua, NY (US);

Taesung Lee, Ridgefield, CT (US);

Benjamin James Edwards, St. Paul, MN (US);

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G06F 21/52 (2013.01); G06N 20/20 (2019.01); G06F 21/60 (2013.01); G06F 18/22 (2023.01); G06F 18/25 (2023.01); G06V 10/74 (2022.01); G06V 10/776 (2022.01); G06V 10/80 (2022.01); G06V 10/82 (2022.01); G06V 10/98 (2022.01);
U.S. Cl.
CPC ...
G06F 21/52 (2013.01); G06F 18/22 (2023.01); G06F 18/251 (2023.01); G06F 21/60 (2013.01); G06N 20/20 (2019.01); G06V 10/761 (2022.01); G06V 10/776 (2022.01); G06V 10/809 (2022.01); G06V 10/82 (2022.01); G06V 10/98 (2022.01);
Abstract

Mechanisms are provided to implement a hardened ensemble artificial intelligence (AI) model generator. The hardened ensemble AI model generator co-trains at least two AI models. The hardened ensemble AI model generator modifies, based on a comparison of the at least two AI models, a loss surface of one or more of the at least two AI models to prevent an adversarial attack on one AI model, in the at least two AI models, transferring to another AI model in the at least two AI models, to thereby generate one or more modified AI models. At least one of the one or more modified AI models then processes an input to generate an output result.


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