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.
Patent No.:
Date of Patent:
Mar. 28, 2023
Filed:
Nov. 30, 2020
Applicant:
Sony Interactive Entertainment Inc., Tokyo, JP;
Inventors:
Zhenhao Ge, San Mateo, CA (US);
Lakshmish Kaushik, San Mateo, CA (US);
Saket Kumar, San Mateo, CA (US);
Masanori Omote, San Mateo, CA (US);
Assignee:
Sony Interactive Entertainment Inc., Tokyo, JP;
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 17/16 (2006.01); G10L 15/06 (2013.01); G10L 13/02 (2013.01);
U.S. Cl.
CPC ...
G10L 15/063 (2013.01); G10L 13/02 (2013.01);
Abstract
Techniques are described for training neural networks on variable length datasets. The numeric representation of the length of each training sample is randomly perturbed to yield a pseudo-length, and the samples sorted by pseudo-length to achieve lower zero padding rate (ZPR) than completely randomized batching (thus saving computation time) yet higher randomness than strictly sorted batching (thus achieving better model performance than strictly sorted batching).