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. 13, 2026

Filed:

Jan. 26, 2023
Applicant:

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

Inventors:

Isabella Costa Maia, São Paulo, BR;

Karen Stefany Martins, Belo Horizonte, BR;

Pablo Nascimento Da Silva, Niterói, BR;

Werner Spolidoro Freund, Rio de Janeiro, BR;

Assignee:

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

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 21/55 (2013.01); G06F 21/56 (2013.01);
U.S. Cl.
CPC ...
G06F 21/554 (2013.01); G06F 21/552 (2013.01); G06F 21/564 (2013.01);
Abstract

Threat detection in computing architectures is disclosed. A model is trained to classify files. The files may each be classified as safe or as a threat. Files that are not classified as safe with a sufficient confidence level and may represent a new threat are forwarded for further analysis at a central server and/or with expert input. If the new threat is verified, the model is adapted such that the model can recognize the new threat without forgetting the threats previously learned. The adapted or updated model is deployed to the endpoint and the current version of the model is replaced with the updated model.


Find Patent Forward Citations

Maia, Isabella. (2026). Continual learning approach for threat detection in zero-trust architectures (U.S. Patent No. 12524531). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12524531

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

Loading…