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:
Apr. 12, 2022

Filed:

Mar. 01, 2018
Applicant:

Cujo Llc, El Segundo, CA (US);

Inventors:

Leonid Kuperman, Tarzana, CA (US);

Yuri Frayman, Miami, FL (US);

Einaras von Gravrock, Redondo Beach, CA (US);

Gabor Takacs, Gyor, HU;

Assignee:

Cujo LLC, Walnut, CA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
H04L 29/06 (2006.01); G06N 20/00 (2019.01); G06F 15/76 (2006.01); H04L 12/24 (2006.01); G06F 21/55 (2013.01); G06F 21/53 (2013.01); H04L 12/26 (2006.01); H04L 41/14 (2022.01); H04L 43/062 (2022.01); H04L 43/026 (2022.01); H04L 41/16 (2022.01);
U.S. Cl.
CPC ...
H04L 63/1425 (2013.01); G06F 15/76 (2013.01); G06F 21/53 (2013.01); G06F 21/554 (2013.01); G06N 20/00 (2019.01); H04L 41/145 (2013.01); H04L 63/0236 (2013.01); H04L 63/102 (2013.01); H04L 63/1433 (2013.01); H04L 63/1466 (2013.01); H04L 41/16 (2013.01); H04L 43/026 (2013.01); H04L 43/062 (2013.01);
Abstract

The behavior analysis engine can condense stored machine-learned models and transmit the condensed versions of the machine-learned models to the network traffic hub to be applied in the local networks. When the behavior analysis engine receives new data that can be used to further train a machine-learned model, the behavior analysis engine updates the machine-learned model and generates a condensed-version of the machine-learned model. The condensed-version of the machine-learned model may be more resource efficient than the machine-learned model while capable of making similar or the same decisions as the machine-learned model. The behavior analysis engine transmits the condensed version of the machine-learned model to the network traffic hub and the network traffic hub uses the condensed-version of the machine-learned model to identify malicious behavior in the local network.


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