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. 28, 2026

Filed:

Sep. 14, 2022
Applicant:

Uab 360 IT, Vilnius, LT;

Inventors:

Dainius Ražinskas, Vilnius, LT;

Mantas Briliauskas, Vilnius, LT;

Assignee:

UAB 360 IT, Vilnius, LT;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
H04L 9/40 (2022.01); G06F 21/53 (2013.01); G06F 21/56 (2013.01); G06N 20/00 (2019.01);
U.S. Cl.
CPC ...
H04L 63/1416 (2013.01); G06F 21/53 (2013.01); G06F 21/56 (2013.01); G06N 20/00 (2019.01); H04L 63/1408 (2013.01); H04L 63/1425 (2013.01);
Abstract

A method of generating a machine learning model for detecting malicious connections between two or more computing devices includes executing, within a secure operating environment, a plurality of known malicious software applications and a plurality of known non-malicious software applications, generating a dataset of known handshake parameters by monitoring connections between the plurality of known malicious software applications and one or more target servers, and the plurality of known non-malicious software applications and the one or more target servers, training a machine learning model using the dataset of known handshake parameters to predict a maliciousness of a connection between two or more computing devices based on handshake parameters between the two or more computing devices, and distributing the machine learning model to one or more client devices.


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