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:
Nov. 14, 2023

Filed:

Feb. 02, 2023
Applicant:

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

Inventors:

Brody James Kutt, Santa Clara, CA (US);

William Redington Hewlett, Mountain View, CA (US);

Oleksii Starov, Sunnyvale, CA (US);

Yuchen Zhou, Newark, CA (US);

Fang Liu, College Station, TX (US);

Assignee:

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

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 9/44 (2018.01); G06F 9/445 (2018.01); G06F 9/455 (2018.01); G06F 21/56 (2013.01); G06N 20/00 (2019.01); G06F 8/41 (2018.01); G06F 8/75 (2018.01); G06F 18/24 (2023.01);
U.S. Cl.
CPC ...
G06F 21/563 (2013.01); G06F 8/42 (2013.01); G06F 8/75 (2013.01); G06F 18/24 (2023.01); G06N 20/00 (2019.01);
Abstract

A system/process/computer program product for building multi-representational learning models for static analysis of source code includes receiving training data, wherein the training data includes a set of source code files for training a multi-representational learning (MRL) model for classifying malicious source code and benign source code based on a static analysis; generating a first feature vector based on a set of characters extracted from the set of source code files; generating a second feature vector based on a set of tokens extracted from the set of source code files; and performing an ensemble of the first feature vector and the second feature vector to form a target feature vector for classifying malicious source code and benign source code based on the static analysis.


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