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:
Jan. 13, 2026

Filed:

Jan. 25, 2021
Applicants:

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

National Chung Hsing University, Taichung, TW;

Inventors:

Pin-Yu Chen, White Plains, NY (US);

Chia-Yi Hsu, Taipei, TW;

Songtao Lu, White Plains, NY (US);

Sijia Liu, Somerville, MA (US);

Chuang Gan, Cambridge, MA (US);

Chia-Mu Yu, Hsinchu, TW;

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G06N 3/088 (2023.01); G06N 3/045 (2023.01);
U.S. Cl.
CPC ...
G06N 3/088 (2013.01); G06N 3/045 (2023.01);
Abstract

A trained machine learning model and a training dataset used to train the trained machine learning model can be received. Based on the training dataset, unsupervised adversarial examples can be generated. Robustness of the trained machine learning model can be determined using the generated unsupervised adversarial examples. The training dataset can be augmented with the generated unsupervised adversarial examples. The trained machine learning model can be retrained using the augmented training dataset.


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