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:
Mar. 14, 2023

Filed:

Apr. 16, 2020
Applicant:

The Johns Hopkins University, Baltimore, MD (US);

Inventors:

Bruce A. Swett, Fulton, MD (US);

Corban G. Rivera, Laurel, MD (US);

Assignee:

The Johns Hopkins University, Baltimore, MD (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 3/08 (2006.01); G06F 9/48 (2006.01); G06N 20/00 (2019.01);
U.S. Cl.
CPC ...
G06N 3/08 (2013.01); G06F 9/4881 (2013.01); G06N 20/00 (2019.01);
Abstract

Methods, systems, apparatuses, and computer programs, are described for generalizing a learned behavior across different tasks. In one aspect, a method includes obtaining first data that describes sensed attributes of a first environmental state, obtaining second data that defines a target end state after performance of a particular task, obtaining first output data generated by an affective experience module that represents a particular behavior to be performed by an agent system to complete the particular task in the environment, providing, as an input data to a machine learning model that has been trained to generate second output data indicative of a particular behavior that can be used to complete the task in the environment based on processing, by the machine learning model, of the input data, the input data comprising the first data, the second data, and the first output data, obtaining the second output data generated by the machine learning model, and selecting a particular behavior for enactment to complete the particular task based on the second output data.


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