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. 22, 2026

Filed:

Jan. 24, 2025
Applicant:

Dell Products L.p., Round Rock, TX (US);

Inventors:

Zijia Wang, London, GB;

Srinath Kappgal, Cork, IE;

Jing Yu, Shanghai, CN;

Assignee:

Dell Products L.P., Round Rock, TX (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 16/00 (2019.01); G06F 16/22 (2019.01); G06F 16/901 (2019.01); G06N 3/0455 (2023.01);
U.S. Cl.
CPC ...
G06F 16/9024 (2019.01); G06F 16/2246 (2019.01); G06N 3/0455 (2023.01);
Abstract

Methods, apparatus, and processor-readable storage media for generating spatial-temporal representations of digital files using artificial intelligence techniques are provided herein. An example computer-implemented method includes determining one or more spatial properties within at least a portion of at least one digital file and at least one sequential order of data within the at least a portion of the digital file(s); generating at least one graph representation of the at least a portion of the digital file(s) based on the one or more spatial properties and the sequential order(s) of data; encoding parts of the graph representation(s) using at least one graph neural network in conjunction with one or more spatial-temporal transformers; generating a spatial-temporal feature representation of the digital file(s) by aggregating a plurality of the encoded parts of the graph representation(s); and performing one or more automated actions based on the spatial-temporal feature representation of the digital file(s).


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