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:
Dec. 24, 2024
Filed:
Sep. 10, 2019
Applicant:
Nvidia Corporation, Santa Clara, CA (US);
Inventors:
Arash Vahdat, Santa Clara, CA (US);
Arun Mohanray Mallya, San Jose, CA (US);
Ming-Yu Liu, San Jose, CA (US);
Jan Kautz, Lexington, MA (US);
Assignee:
NVIDIA Corporation, Santa Clara, CA (US);
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 20/00 (2019.01); G06F 7/57 (2006.01); G06N 3/04 (2023.01); G06N 3/063 (2023.01); G06N 3/08 (2023.01); G05B 13/02 (2006.01);
U.S. Cl.
CPC ...
G06N 3/04 (2013.01); G06F 7/57 (2013.01); G06N 3/063 (2013.01); G06N 3/08 (2013.01); G05B 13/027 (2013.01);
Abstract
In at least one embodiment, differentiable neural architecture search and reinforcement learning are combined under one framework to discover network architectures with desired properties such as high accuracy, low latency, or both. In at least one embodiment, an objective function for search based on generalization error prevents the selection of architectures prone to overfitting.