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. 13, 2026

Filed:

Oct. 19, 2020
Applicant:

Hewlett Packard Enterprise Development Lp, Houston, TX (US);

Inventors:

Sai Rahul Chalamalasetti, Milpitas, CA (US);

Dejan S. Milojicic, Milpitas, CA (US);

Sergey Serebryakov, Milpitas, CA (US);

Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 20/00 (2019.01); G06F 17/18 (2006.01); G06F 18/21 (2023.01);
U.S. Cl.
CPC ...
G06F 18/2193 (2023.01); G06F 17/18 (2013.01); G06N 20/00 (2019.01);
Abstract

Testing for bias in a machine learning (ML) model in a manner that is independent of the code/weights deployment path is described. If bias is detected, an alert for bias is generated, and optionally, the ML model can be incrementally re-trained to mitigate the detected bias. Re-training the ML model to mitigate the bias may include enforcing a bias cost function to maintain a level of bias in the ML model below a threshold bias level. One or more statistical metrics representing the level of bias present in the ML model may be determined and compared against one or more threshold values. If one or more metrics exceed corresponding threshold value(s), the level of bias in the ML model may be deemed to exceed a threshold level of bias, and re-training of the ML model to mitigate the bias may be initiated.


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