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. 06, 2026

Filed:

Dec. 12, 2022
Applicant:

The Toronto-dominion Bank, Toronto, CA;

Inventors:

Kristina Dzeparoska, Toronto, CA;

Rachel L. Clark, Gravenhurst, CA;

Assignee:
Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06F 21/55 (2013.01);
U.S. Cl.
CPC ...
G06F 21/554 (2013.01); G06F 2221/033 (2013.01);
Abstract

One example method includes determining, by a threat detection system and at a first time interval, for an object and based on a first risk score computed for the object, that the object poses a threat to the networked environment. Analyzing threat events used for calculating the first risk score by a trained machine learning model for determining the likelihood that the object poses an actual threat and generating actual threat data based on the likelihood that the object poses an actual threat. In response to receiving the actual threat data, a value of a first counter can be computed based on prior incorrect identification of the object as a threat. A counterweight can be identified based on the value of the first counter. A second risk score for the object can be downscaled, using the identified counterweight to obtain an updated risk score for the object.


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