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:
Sep. 29, 2026

Filed:

Jul. 30, 2020
Applicant:

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

Inventors:

Lior Ness, Ra'anana, IL;

Yoel Shoshan, Haifa, IL;

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06N 5/04 (2023.01); G06N 20/00 (2019.01);
U.S. Cl.
CPC ...
G06N 5/04 (2013.01); G06N 20/00 (2019.01);
Abstract

In an approach for dynamic augmentation based on data sample hardness for training a learning model, a processor defines one or more augmentations for a dataset for training the learning model. A processor applies the one or more augmentations to the dataset. A processor trains the learning model with the one or more augmentations. A processor measures hardness of one or more data samples in the dataset. A processor adjusts the one or more augmentations for the one or more data samples based on corresponding hardness of the one or more data samples. A processor applies the adjusted one or more augmentations to the dataset. A processor trains the learning model with the adjusted one or more augmentations applied to the dataset.


Find Patent Forward Citations

Ness, Lior. (2026). Dynamic augmentation based on data sample hardness (U.S. Patent No. 12748989). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12748989

Data source: USPTO (United States Patent and Trademark Office) public patent records. Weekly synchronization. How IDiyas builds this profile

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