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:
Jan. 27, 2026

Filed:

Jun. 22, 2022
Applicant:

Mcafee, Llc, San Jose, CA (US);

Inventor:

Yonghong Huang, Hillsboro, OR (US);

Assignee:

McAfee, LLC, San Jose, CA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 21/56 (2013.01); G06F 18/214 (2023.01); G06F 18/24 (2023.01); G06N 3/04 (2023.01); G06N 3/0464 (2023.01); G06T 11/20 (2006.01);
U.S. Cl.
CPC ...
G06F 21/563 (2013.01); G06F 18/214 (2023.01); G06F 18/24 (2023.01); G06N 3/04 (2013.01); G06N 3/0464 (2023.01); G06T 11/206 (2013.01);
Abstract

Methods, apparatus, systems, and articles of manufacture are disclosed. An example apparatus comprises at least one memory, instructions, and processor circuitry to execute the instructions. The processor circuitry executes the instructions to provide a neural network a plurality of raw bytes for malware classification. The processor circuitry executes the instructions to generate a visualization of features extracted from the plurality of raw bytes. The processor circuitry executes the instructions to generate a heatmap for the plurality of raw bytes based on gradient activations of the neural networks. The processor circuitry executes the instructions to perform a dimensionality reduction based on features of the plurality of raw bytes identified in the heatmap.


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