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:
Sep. 15, 2026

Filed:

Mar. 01, 2024
Applicant:

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

Inventors:

Li Kang, Sammamish, WA (US);

Heon Joon Choi, Seattle, WA (US);

Shauharda Khadka, Seattle, WA (US);

Ankit Garg, Seattle, WA (US);

Jayronn Christian Sulit Bucu, Bellevue, WA (US);

Miranda Nicole Mcclellan, Dallas, TX (US);

Karen Lavi, Seattle, WA (US);

Siddharth Pavithran, Redmond, WA (US);

Niveditha Shenoy Badiadka, Bothell, WA (US);

Srishti Agarwal, Sunnyvale, CA (US);

Tanmay Arun Ganacharya, Kirkland, WA (US);

Geoffrey Lyall Mcdonald, Vancouver, CA;

Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 21/00 (2013.01); G06F 21/56 (2013.01); G06N 5/04 (2023.01); G06N 20/00 (2019.01);
U.S. Cl.
CPC ...
G06F 21/56 (2013.01); G06N 5/04 (2013.01); G06N 20/00 (2019.01);
Abstract

Techniques are described herein that are capable of performing AI-based maliciousness classification with an explanation of reasoning. An AI model is caused to classify a file in a malicious class or a non-malicious class and to provide an explanation that describes reasoning used by the AI model for the classification by providing an AI prompt together with the file as inputs to the AI model. The AI prompt requests that the AI model choose between the malicious class and the non-malicious class and further requests the explanation. A response to the AI prompt is received from the AI model. The response includes an indication of a selected class in which the AI model classifies the file and further includes the explanation. The explanation is stored and/or is provided to the user via a user interface, and a security operation is performed with regard to the file.


Find Patent Forward Citations

Kang, Li. (2026). Ai-based file maliciousness classification with an explanation of reasoning (U.S. Patent No. 12737461). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12737461

Data source: USPTO (United States Patent and Trademark Office) public patent records. Weekly synchronization. How IDiyas builds this profile

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