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:
May. 19, 2026

Filed:

Oct. 23, 2023
Applicant:

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

Inventors:

Eduarda Tatiane Caetano Chagas, Belo Horizonte, BR;

Maira Beatriz Hernandez Moran, Rio de Janeiro, BR;

Paulo Abelha Ferreira, Rio de Janeiro, BR;

Assignee:

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

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
H04L 9/40 (2022.01); G06N 3/098 (2023.01);
U.S. Cl.
CPC ...
H04L 63/1416 (2013.01); G06N 3/098 (2023.01);
Abstract

A digital twin is intertwined with a central server and configured to generate acceptability distributions based on updates received from clients at the server in the federated learning system. The acceptability distributions, which may account for the probability of transmission failures, are used to identify anomalous behaviors, including anomalies in global gradient updates, server attacks and/or suspicious behavior.


Find Patent Forward Citations

Chagas, Eduarda Tatiane Caetano. (2026). Digital twins for monitoring server attacks in federated learning environments (U.S. Patent No. 12634304). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12634304

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

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