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:
Dec. 30, 2025

Filed:

Mar. 08, 2023
Applicant:

Capital One Services, Llc, McLean, VA (US);

Inventors:

Hazar Alsahnawi, McLean, VA (US);

Mary Sweeney, Wilmington, DE (US);

Joshua Edwards, Philadelphia, PA (US);

Kevin Osborn, Newton Highlands, MA (US);

Benjamin Eng, Silver Spring, MD (US);

Assignee:

Capital One Services, LLC, McLean, VA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
H04L 9/08 (2006.01); G06F 21/55 (2013.01); G06N 5/022 (2023.01); H04L 9/00 (2022.01);
U.S. Cl.
CPC ...
H04L 9/0861 (2013.01); G06F 21/554 (2013.01); G06N 5/022 (2013.01); H04L 9/50 (2022.05);
Abstract

A method and related system of operations that include retrieving a set of on-chain transactions of an on-chain address from a scan of on-chain transactions based on a request identifying the on-chain address and generating a sequence of embedding vectors by providing the set of on-chain transactions to a first machine learning model. The method further includes predicting a first use pattern of the on-chain address by providing the sequence of embedding vectors to a second machine learning model and determining whether the first use pattern matches with a second use pattern. The method further includes updating a record of the on-chain address in an off-chain database to indicate anomalous activity in response to a determination that the first use pattern does not match with the second use pattern.


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