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:
Jun. 09, 2026

Filed:

Aug. 30, 2022
Applicant:

Sparkcognition, Inc., Austin, TX (US);

Inventors:

Nkem Egboga, Austin, TX (US);

Abubakr Sheikh, Pflugerville, TX (US);

Kevin Gullikson, Pflugerville, TX (US);

James Robert Eskew, Austin, TX (US);

Uche Ohafia, Austin, TX (US);

Assignee:

AVATHON, INC., Austin, TX (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 5/04 (2023.01); G06N 5/022 (2023.01);
U.S. Cl.
CPC ...
G06N 5/04 (2013.01); G06N 5/022 (2013.01);
Abstract

A method includes providing behavior model input data to a behavior model to generate behavior model output data and generating an initial state prediction based on the behavior model output data. The method also includes, based on the initial state prediction indicating a particular state, generating state prediction statistics based on the initial state prediction and historical state predictions indicating the particular state. The method further includes providing classifier input data to a classifier model to generate a classification output indicating whether the initial state prediction is reliable. The classifier input data generated based on the state prediction statistics.


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