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:
Jun. 13, 2023

Filed:

Aug. 30, 2021
Applicant:

Salesforce.com, Inc., San Francisco, CA (US);

Inventors:

Ehsan Hosseini-Asl, Palo Alto, CA (US);

Caiming Xiong, Palo Alto, CA (US);

Yingbo Zhou, San Jose, CA (US);

Richard Socher, Menlo Park, CA (US);

Assignee:

salesforce.com, inc., San Francisco, CA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G05B 13/02 (2006.01); G10L 21/003 (2013.01); G10L 15/07 (2013.01); G10L 15/065 (2013.01); G06N 3/02 (2006.01); G06F 18/21 (2023.01);
U.S. Cl.
CPC ...
G05B 13/027 (2013.01); G06N 3/02 (2013.01); G10L 21/003 (2013.01); G06F 18/2178 (2023.01); G10L 15/065 (2013.01); G10L 15/075 (2013.01);
Abstract

A method for training parameters of a first domain adaptation model. The method includes evaluating a cycle consistency objective using a first task specific model associated with a first domain and a second task specific model associated with a second domain, and evaluating one or more first discriminator models to generate a first discriminator objective using the second task specific model. The one or more first discriminator models include a plurality of discriminators corresponding to a plurality of bands that corresponds domain variable ranges of the first and second domains respectively. The method further includes updating, based on the cycle consistency objective and the first discriminator objective, one or more parameters of the first domain adaptation model for adapting representations from the first domain to the second domain.


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