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:
Jul. 14, 2026

Filed:

Jan. 21, 2022
Applicant:

Palo Alto Networks, Inc., Santa Clara, CA (US);

Inventors:

Nandini Ramanan, San Jose, CA (US);

Claudionor Jose Nunes Coelho Junior, Redwood City, CA (US);

Assignee:

Palo Alto Networks, Inc., Santa Clara, CA (US);

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06N 20/00 (2019.01); H04L 9/40 (2022.01);
U.S. Cl.
CPC ...
G06N 20/00 (2019.01); H04L 63/1416 (2013.01);
Abstract

The present application discloses a method, system, and computer system for determining whether to train a machine learning model. The method includes analyzing a set of data for temporal drift detection, determining that a resultant stationary series has changed from training data, and in response to determining that the resultant stationary series has changed, automatically updating the machine learning model, wherein the machine learning model is trained based at least in part on a set of training data.


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Ramanan, Nandini. (2026). Temporal drift detection (U.S. Patent No. 12682277). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12682277

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