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:
Nov. 11, 2025

Filed:

Dec. 28, 2021
Applicant:

Fair Isaac Corporation, Roseville, MN (US);

Inventors:

Matthew Kennel, San Diego, CA (US);

Scott Zoldi, San Diego, CA (US);

Assignee:

Fair Isaac Corporation, Minneapolis, MN (US);

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G06N 3/096 (2023.01); G06F 18/2113 (2023.01); G06F 18/214 (2023.01); G06N 20/20 (2019.01);
U.S. Cl.
CPC ...
G06N 20/20 (2019.01); G06F 18/2113 (2023.01); G06F 18/214 (2023.01);
Abstract

Computer-implemented method and systems to improve training and performance of artificial intelligence (AI) systems having one or more machine learning models stored in one or more data storage mediums connected in at least one computing network is provided. The method comprises receiving student model scores, generated by a student machine learning model stored in a data storage medium, the student machine learning model having a primary loss function; receiving teacher scores provided by one or more analytic resources, the teacher scores being provided based on known results and behavior of pre-existing machine learning models used for accomplishing a first series of classification objectives; transforming the teacher scores into transformed teacher scores.


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Kennel, Matthew. (2025). Rank distillation for training supervised machine learning models (U.S. Patent No. 12468986). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12468986

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