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. 27, 2026

Filed:

Mar. 08, 2023
Applicant:

Microsoft Technology Licensing, Llc, Redmond, WA (US);

Inventors:

Yu-Te Wang, Redmond, WA (US);

Nemanja Djuric, Belgrade, RS;

Ivan J. Tashev, Kirkland, WA (US);

Raymond Michael Winters, Seattle, WA (US);

Hannes Gamper, Seattle, WA (US);

Dimitra Emmanouilidou, Woodinville, WA (US);

Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 40/274 (2020.01); A61B 5/16 (2006.01); A61B 5/291 (2021.01);
U.S. Cl.
CPC ...
A61B 5/168 (2013.01); A61B 5/163 (2017.08); A61B 5/291 (2021.01);
Abstract

This document relates to employing biosignals to evaluate predictions made by predictive models. For example, user attention can be inferred from a user attention signal such as gaze. When the user directs attention to a prediction output by a given predictive model, a user reaction signal such as an electroencephalogram or pupillary diameter measurement can be processed to determine whether the user perceives an error. If the user perceives an error, an error indication can be output. Error indications can be used to evaluate the predictive model, replace predictions generated by the predictive model, train the predictive model, etc.


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