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. 10, 2023

Filed:

Jun. 16, 2020
Applicant:

Zscaler, Inc., San Jose, CA (US);

Inventors:

Changsha Ma, Campbell, CA (US);

Dianhuan Lin, Sunnyvale, CA (US);

Rex Shang, Los Altos, CA (US);

Douglas A. Koch, Santa Clara, CA (US);

Dong Guo, San Jose, CA (US);

Howie Xu, Palo Alto, CA (US);

Assignee:

Zscaler, Inc., San Jose, CA (US);

Attorneys:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
H04L 9/40 (2022.01); G06N 20/00 (2019.01);
U.S. Cl.
CPC ...
H04L 63/1416 (2013.01); G06N 20/00 (2019.01); H04L 63/145 (2013.01); H04L 63/1425 (2013.01);
Abstract

Systems and methods include obtaining file identifiers associated with files in production data; obtaining lab data from one or more public repositories of malware samples based on the file identifiers for the production data; and utilizing the lab data for training a machine learning process for classifying malware in the production data. The obtaining file identifiers can be based on monitoring of users associated with the files, and only the file identifiers are maintained based on the monitoring. The lab data can include samples from the one or more public repositories matching the corresponding file identifiers for the production data. The lab data can include samples from the one or more public repositories that have features closely related to features of the production data.


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