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. 18, 2024

Filed:

Apr. 13, 2018
Applicant:

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

Inventors:

Stephen Joseph Merity, San Francisco, CA (US);

Richard Socher, Menlo Park, CA (US);

James Bradbury, San Francisco, CA (US);

Caiming Xiong, Palo Alto, CA (US);

Assignee:

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

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06N 3/045 (2023.01); G06N 3/044 (2023.01); G06N 3/048 (2023.01); G06N 3/082 (2023.01); G06N 5/01 (2023.01);
U.S. Cl.
CPC ...
G06N 3/045 (2023.01); G06N 3/044 (2023.01); G06N 3/082 (2013.01); G06N 5/01 (2023.01); G06N 3/048 (2023.01);
Abstract

A system automatically generates recurrent neural network (RNN) architectures for performing specific tasks, for example, machine translation. The system represents RNN architectures using a domain specific language (DSL). The system generates candidate RNN architectures. The system predicts performances of the generated candidate RNN architectures, for example, using a neural network. The system filters the candidate RNN architectures based on their predicted performance. The system generates code for selected a candidate architectures. The generated code represents an RNN that is configured to perform the specific task. The system executes the generated code, for example, to evaluate an RNN or to use the RNN in an application.


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