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:
Mar. 24, 2026

Filed:

Sep. 19, 2023
Applicant:

Acronis International Gmbh, Schaffhausen, CH;

Inventors:

Candid Wuest, Bassersdorf, CH;

Philipp Gysel, Bern, CH;

Dinil Mon Divakaran, Singapore, SG;

Andrey Ustyuzhanin, Singapore, SG;

Kenneth Nwafor, Singapore, SG;

Serg Bell, Costa del Sol, SG;

Stanislav Protasov, Singapore, SG;

Assignee:

Acronis International GmbH, Schaffhausen, CH;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 21/00 (2013.01); G06F 21/56 (2013.01); G06N 3/047 (2023.01);
U.S. Cl.
CPC ...
G06F 21/566 (2013.01); G06N 3/047 (2023.01); G06F 2221/034 (2013.01);
Abstract

Systems and methods for detecting malicious activity on an endpoint, the endpoint having executing processes, including tracking behavior of executing processes, generating a provenance graph to group the behavior events, transforming the provenance graph into a sequence of behavior events, training a sequence classification machine learning model based on the sequence of behavior events, processing a sequence of test behavior events using the sequence classification machine learning model to generate a probability of maliciousness, and alerting for malicious activity when the probability of maliciousness for the sequence of test behavior events is greater than a threshold.


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