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. 20, 2026

Filed:

Jun. 17, 2020
Applicant:

International Business Machines Corporation, Armonk, NY (US);

Inventors:

Darrel Haswell, Austin, TX (US);

Jeb R. Linton, Manassas, VA (US);

Khoa Dang Hyunh, Round Rock, TX (US);

Newton E Bosworth, Round Rock, TX (US);

Jonathan Samn, Austin, TX (US);

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G06F 8/65 (2018.01); A61B 5/00 (2006.01); A61B 5/0205 (2006.01); A61B 5/021 (2006.01); A61B 5/024 (2006.01); A61B 5/0533 (2021.01); A61B 5/145 (2006.01); G06N 5/04 (2023.01); G06N 20/20 (2019.01); G06Q 50/26 (2024.01); G16H 10/60 (2018.01); G16H 40/67 (2018.01); G16H 50/20 (2018.01); H04L 9/40 (2022.01);
U.S. Cl.
CPC ...
G06F 8/65 (2013.01); A61B 5/02055 (2013.01); A61B 5/14532 (2013.01); A61B 5/14542 (2013.01); A61B 5/4866 (2013.01); A61B 5/7267 (2013.01); A61B 5/746 (2013.01); G06N 5/04 (2013.01); G06N 20/20 (2019.01); G16H 10/60 (2018.01); G16H 40/67 (2018.01); G16H 50/20 (2018.01); H04L 63/083 (2013.01); A61B 5/021 (2013.01); A61B 5/024 (2013.01); A61B 5/0533 (2013.01); G06Q 50/265 (2013.01);
Abstract

Systems and methods for training an agent-based assistant model are provided. In embodiments, a method includes: obtaining biometric data of a user from a software application utilizing an assistant model that determines functions of the software application; filtering the biometric data based on predetermined categories, thereby extracting select biometric data; training a first version of the assistant model based on the select biometric data, thereby generating an updated assistant model; generating a summary of changes including changes to the first version of the assistant model that occurred during the training; and sending the summary of changes to a remote federated learning server, wherein the federated learning server trains a general version of the assistant model based on the summary of changes and other summary of changes received from computing devices of other users, thereby generating an updated general version of the assistant model.


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