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:
May. 26, 2026

Filed:

Dec. 29, 2021
Applicants:

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

Massachusetts Institute of Technology, Cambridge, MA (US);

Inventors:

Joshua Ka-Wing Lee, Santa Monica, CA (US);

Yuheng Bu, Philadelphia, PA (US);

Deepta Rajan, Irving, TX (US);

Prasanna Sattigeri, Acton, MA (US);

Subhro Das, Cambridge, MA (US);

Rameswar Panda, Medford, MA (US);

Gregory Wornell, Wellesley, MA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 20/00 (2019.01); G06N 7/01 (2023.01);
U.S. Cl.
CPC ...
G06N 20/00 (2019.01); G06N 7/01 (2023.01);
Abstract

One or more group-specific aggregate losses, one or more group-agnostic aggregate losses, and a joint loss are computed. A regularizer loss is computed based on the one or more group-specific aggregate losses and the one or more group-agnostic aggregate losses. One or more group-specific models are trained based on the one or more group-specific aggregate losses. A feature extractor is updated based on the regularizer loss and a joint classifier is updated based on the joint loss.


Find Patent Forward Citations

Lee, Joshua Ka-Wing. (2026). Fair selective classification via a variational mutual information upper bound for imposing sufficiency (U.S. Patent No. 12639623). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12639623

Data source: USPTO (United States Patent and Trademark Office) public patent records. Weekly synchronization. How IDiyas builds this profile

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