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:
Aug. 06, 2024

Filed:

Oct. 26, 2018
Applicant:

Royal Bank of Canada, Montreal, CA;

Inventors:

Yanshuai Cao, Toronto, CA;

Yik Chau Lui, Toronto, CA;

Weiguang Ding, Toronto, CA;

Ruitong Huang, Toronto, CA;

Assignee:

ROYAL BANK OF CANADA, Montreal, CA;

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06N 3/08 (2023.01); G06F 18/21 (2023.01); G06F 18/214 (2023.01); G06F 18/2413 (2023.01); G06N 3/045 (2023.01); G06N 3/047 (2023.01); G06N 3/048 (2023.01); G06N 7/01 (2023.01); G06V 10/764 (2022.01); G06V 10/776 (2022.01); G06V 10/82 (2022.01);
U.S. Cl.
CPC ...
G06N 3/08 (2013.01); G06F 18/2148 (2023.01); G06F 18/217 (2023.01); G06F 18/24133 (2023.01); G06N 3/045 (2023.01); G06N 3/047 (2023.01); G06N 3/048 (2023.01); G06N 7/01 (2023.01); G06V 10/764 (2022.01); G06V 10/776 (2022.01); G06V 10/82 (2022.01);
Abstract

A system, electronic device and method for improved neural network training are provided. The electronic device includes: a processor, a memory storing a Generative adversarial network (GAN) to learn from unlabeled data by engaging a generative model in an adversarial game with a discriminator; and one or more programs stored in the memory and configured to be executed by the one or more processors, the one or more programs including instructions for training the Generative adversarial network using a regularizer to encourage the discriminator to properly use its capacity and hidden representations of the discriminator to have high entropy.


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