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:
Oct. 06, 2026

Filed:

Jan. 20, 2023
Applicant:

Toyota Research Institute, Inc., Los Altos, CA (US);

Inventors:

Guy Rosman, Newton, MA (US);

Igor Gilitschenski, Toronto, CA;

Xiongyi Cui, Somerville, MA (US);

Stephen G. Mcgill, Broomall, PA (US);

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

Prediction training systems that rely on small variation data sets instead of training the model using large passive data sets are disclosed. The smaller variation data sets are used to add loss terms that may mimic intervention. One or more models may be included that mimic the intervention by training with variation datasets. The variation datasets may be collected from such interventions in real world events. The model may mimic an intervention by replacing values in the prediction during a forward model computation.


Find Patent Forward Citations

Rosman, Guy. (2026). Systems and methods for adjustment-based causally robust prediction (U.S. Patent No. 12755194). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12755194

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

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