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:
May. 06, 2025

Filed:

Apr. 09, 2021
Applicant:

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

Inventor:

Tayfun Gokmen, Briarcliff Manor, NY (US);

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06N 3/065 (2022.12); G06F 11/14 (2005.12); G06F 17/16 (2005.12); G06N 3/08 (2022.12); G11C 5/06 (2005.12);
U.S. Cl.
CPC ...
G06N 3/065 (2022.12); G05B 2219/21008 (2012.12); G05B 2219/25255 (2012.12); G05B 2219/32335 (2012.12); G05B 2219/33027 (2012.12); G05B 2219/33033 (2012.12); G05B 2219/33186 (2012.12); G05B 2219/41397 (2012.12); G06F 11/1476 (2012.12); G06F 17/16 (2012.12); G06N 3/08 (2012.12); G11C 5/063 (2012.12);
Abstract

Embodiments disclosed herein include a method of training a DNN. A processor initializes an element of an A matrix. The element may include a resistive processing unit. A processor determines incremental weight updates by updating the element with activation values and error values from a weight matrix multiplied by a chopper value. A processor reads an update voltage from the element. A processor determines a chopper product by multiplying the update voltage by the chopper value. A processor directs storage of an element of a hidden matrix. The element of the hidden matrix may include a summation of continuous iterations of the chopper product. A processor updates a corresponding element of a weight matrix based on the element of the hidden matrix reaching a threshold state.


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