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:
Feb. 17, 2026

Filed:

Dec. 05, 2022
Applicant:

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

Inventors:

Hagai Aronowitz, Modiin, IL;

Itai Gat, Tel-Aviv, IL;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 20/00 (2019.01);
U.S. Cl.
CPC ...
G06N 20/00 (2019.01);
Abstract

A computer-implemented method including: obtaining a pre-trained upstream machine learning model; fine-tuning the pre-trained upstream model for at least two downstream tasks, wherein the fine-tuning comprises: (a) training a target downstream model for a target downstream task, based on a dataset with labeling specific to the target downstream task, and (b) training a nuisance downstream model for a nuisance downstream task, based on a dataset with labeling of characteristics which are specific to the nuisance downstream task and are undesired for the target downstream task; and normalizing the undesired characteristics from the pre-trained upstream model, to prevent biasing of the target downstream model by the undesired characteristics.


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