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. 29, 2026

Filed:

Mar. 15, 2023
Applicant:

Paypal, Inc., San Jose, CA (US);

Inventor:

Yanfei Dong, Singapore, SG;

Assignee:

PayPal, Inc., San Jose, CA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 5/02 (2023.01); G06N 5/022 (2023.01); G06Q 20/36 (2012.01); G06Q 20/40 (2012.01);
U.S. Cl.
CPC ...
G06N 5/027 (2013.01); G06N 5/022 (2013.01); G06Q 20/3678 (2013.01); G06Q 20/4016 (2013.01); G06Q 2220/00 (2013.01);
Abstract

Methods and systems are presented for providing a framework for analyzing graphs that exhibit non-homophilous behavior. Under the framework, a structural analysis and a feature-based analysis will be performed on a sequence of graphs. When performing the feature-based analysis, various features are extracted from each node in the sequence of graphs, and clusters of nodes are identified from each graph based on the features. A set of evolving prototypes is generated to represent evolving characteristics of the clusters of nodes, and a set of persistent prototypes is generated to represent persistent characteristics of the clusters of nodes. Information derived from the structural analysis of the graphs, the set of evolving prototypes, and the set of persistent prototypes are embedded within the nodes of the graphs. The embedded information is then used to classify the nodes.


Find Patent Forward Citations

Dong, Yanfei. (2026). Dynamic prototype learning framework for non-homophilous graphs (U.S. Patent No. 12748988). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12748988

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

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