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. 13, 2026

Filed:

Aug. 09, 2022
Applicant:

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

Inventor:

Jens Strabo Hummelshøj, Brisbane, CA (US);

Assignees:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 20/00 (2019.01); G06F 18/214 (2023.01); G06F 18/2415 (2023.01);
U.S. Cl.
CPC ...
G06F 18/214 (2023.01); G06F 18/2415 (2023.01); G06N 20/00 (2019.01);
Abstract

A method for multitask learning based on Hermitian operators is described. The method includes training a multitask machine learning (MTML) model to map an input representation of a material onto a complex wave function state vector. The method also includes inferring, by a trained, MTML model, observable property matrices for each observable property of the material. The method further includes converting the observable property matrices into complex Hermitian operators. The method also includes predicting target properties of the material according to the complex Hermitian operators and the complex wave function state vector.


Find Patent Forward Citations

Hummelshøj, Jens. (2026). Multitask learning based on hermitian operators (U.S. Patent No. 12762206). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12762206

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

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