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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.

Patent No.:

US 12762209 B1

PDFFull Text
Date of Patent:
Oct. 13, 2026

Filed:

Jan. 20, 2023

Insufficient content detection with machine learning ensemble

Applicant:

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

Inventors:

Zeyu You, Santa Clara, CA (US);

Wei Wang, Milpitas, CA (US);

Jingwei Fan, Chapel Hill, NC (US);

Assignee:

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

Attorney:

Gilliam IP PLLC

Primary Examiner:

Apu M Mofiz

Assistant Examiner:

Dara J Glasser

Int. Cl.
CPC ...
G06F 16/906 (2019.01); G06F 16/951 (2019.01); G06F 18/241 (2023.01); G06F 21/50 (2013.01); G06F 40/211 (2020.01); G06F 40/284 (2020.01); H04L 67/02 (2022.01);
U.S. Cl.
CPC ...
G06F 18/241 (2023.01); G06F 16/906 (2019.01); G06F 16/951 (2019.01); G06F 21/50 (2013.01); G06F 40/211 (2020.01); G06F 40/284 (2020.01); H04L 67/02 (2013.01);
Abstract

An insufficient content (IC) detection ensemble comprising a natural language model and a gradient boosting classifier detects IC in HyperText Transfer Protocol (HTTP) responses corresponding to Uniform Resource Locators (URLs). The architecture of the IC detection ensemble is such that the natural language model receives natural language tokens from body elements of HTML code in the HTTP responses as inputs, and the gradient boosting classifier receives count-based feature values and additional feature values extracted from the HTTP responses and outputs from the natural language model to generate IC/non-IC verdicts.

Find Patent Forward Citations

You, Zeyu. (2026). Insufficient content detection with machine learning ensemble (U.S. Patent No. 12762209). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12762209

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

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