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. 06, 2026

Filed:

Jan. 10, 2020
Applicant:

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

Inventors:

Bahman Hekmatshoartabari, White Plains, NY (US);

Ravi Nair, Briarcliff Manor, NY (US);

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06N 3/08 (2023.01); G06F 30/27 (2020.01); G06N 3/063 (2023.01); G06N 7/00 (2023.01);
U.S. Cl.
CPC ...
G06N 3/08 (2013.01); G06F 30/27 (2020.01); G06N 3/063 (2013.01); G06N 7/00 (2013.01);
Abstract

Training machine learning systems using a training data set, gradient descent, and a loss function. The machine learning system includes memory and reads and writes to memory according to read and write profiles. The loss function is associated with machine learning system memory read and write profile gradients. The loss function includes a loss function penalty term, the loss function penalty term being associated with the read and write profile gradient differences. Trained machine learning systems are then provided.


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