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:
Feb. 16, 2021

Filed:

Apr. 10, 2018
Applicant:

Microsoft Technology Licensing, Llc, Redmond, WA (US);

Inventors:

Yu Wang, Sunnyvale, CA (US);

Jack Wilson Stokes, III, North Bend, WA (US);

Adrian Mihail Marinescu, Sammamish, WA (US);

Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 21/00 (2013.01); G06F 21/56 (2013.01); G06N 3/00 (2006.01); H04L 29/06 (2006.01); G06N 3/08 (2006.01); G06N 3/04 (2006.01);
U.S. Cl.
CPC ...
G06F 21/566 (2013.01); G06N 3/006 (2013.01); G06N 3/0445 (2013.01); G06N 3/08 (2013.01); H04L 63/14 (2013.01); G06F 2221/034 (2013.01);
Abstract

Technologies for detecting malware based on reinforcement learning model to detect whether a file is malicious or benign and to determine the best time to halt the file's execution in so detecting. The reinforcement learning model combined with an event classifier and a file classifier learns whether to halt execution after enough state information has been observed or to continue execution if more events are needed to make a highly confident determination. The algorithm disclosed allows the system to decide when to stop on a per file basis.


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