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. 03, 2023

Filed:

Aug. 30, 2021
Applicant:

Feedzai—consultadoria E Inovação Tecnológica, S.a., Coimbra, PT;

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06F 40/30 (2020.01); G06F 40/169 (2020.01); G06N 3/08 (2006.01); G06N 3/04 (2006.01); G06Q 40/02 (2012.01); G06Q 20/40 (2012.01);
U.S. Cl.
CPC ...
G06F 40/30 (2020.01); G06F 40/169 (2020.01); G06N 3/04 (2013.01); G06N 3/08 (2013.01); G06Q 40/02 (2013.01); G06Q 20/4016 (2013.01);
Abstract

A labeling function associated with generating one or more semantic concepts is received. The received labeling function is used to automatically annotate an existing dataset with the one or more semantic concepts to generate an annotated noisy dataset. A reference dataset annotated with the one or more semantic concepts is received. A training dataset is prepared including by combining at least a portion of the reference dataset with at least a portion of the annotated noisy dataset. The training dataset is used to train a multi-task machine learning model configured to perform both a decision task to predict a decision result and an explanation task to predict a plurality of semantic concepts for explainability associated with the decision task.


Find Patent Forward Citations

Belém, Catarina. (2023). Weakly supervised multi-task learning for concept-based explainability (U.S. Patent No. 11544471). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/11544471

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