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. 13, 2026

Filed:

Jan. 26, 2022
Applicant:

Texas Instruments Incorporated, Dallas, TX (US);

Inventors:

Arthur John Redfern, Dallas, TX (US);

Lijun Zhu, Plano, TX (US);

Molly Katherine Newquist, Bloomington, IN (US);

Assignee:
Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G06N 20/00 (2019.01); G06F 17/15 (2006.01);
U.S. Cl.
CPC ...
G06N 20/00 (2019.01); G06F 17/15 (2013.01);
Abstract

Techniques for a machine learning model including the steps of summing values of a set of non-binary input feature values with bias values of a first set of bias values to generate first summed values; binarizing the first summed values; receiving a set of binary weights; performing a convolution operation on the binarized summed values and the set of binary weights to generate convolved output feature values; summing feature values of the convolved output feature values with bias values of a second set of bias values and applying a scale value of a first set of scale values to generate a first set of normalized feature values; summing the first set of normalized feature values with the non-binary input feature values to generate second summed values; and outputting a set of output feature values based on the second summed normalized feature values and non-binary input feature values.


Find Patent Forward Citations

Quick Actions:

Redfern, Arthur. (2026). Binary machine learning network with operations quantized to one bit (U.S. Patent No. 12762465). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12762465

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