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.
Patent No.:
Date of Patent:
Nov. 03, 2026
Filed:
Apr. 13, 2022
Dell Products L.p., Round Rock, TX (US);
Paulo Abelha Ferreira, Rio de Janeiro, BR;
Pablo Nascimento Da Silva, Niteroi, BR;
Roberto Nery Stelling Neto, Rio de Janeiro, BR;
Vinicius Michel Gottin, Rio de Janeiro, BR;
Dell Products L.P., Round Rock, TX (US);
Abstract
One example method includes, in an edge node, of a group of edge nodes that are each operable to communicate with a central node, performing operations that include generating a vector that includes gradients associated with a model instance, of a central model, that is operable to run at the edge node, performing a check to determine whether the model instance is overfitting to data generated at the edge node, and either performing sign compression on the vector when overfitting is not indicated, or performing random perc sign compression on the vector when overfitting is indicated, and transmitting the vector, after compression, to the central node that includes the central model.
Data source: USPTO (United States Patent and Trademark Office) public patent records. Weekly synchronization. How IDiyas builds this profile