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:
Feb. 11, 2025

Filed:

Jan. 18, 2021
Applicant:

Sichuan University, Chengdu, CN;

Inventors:

Jiancheng Lv, Chengdu, CN;

Chuan Liu, Chengdu, CN;

Qing Ye, Chengdu, CN;

Yanan Sun, Chengdu, CN;

Zhenan He, Chengdu, CN;

Assignee:

Sichuan University, Chengdu, CN;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 3/08 (2023.01); G06F 16/901 (2019.01); G06F 16/906 (2019.01);
U.S. Cl.
CPC ...
G06N 3/08 (2013.01); G06F 16/9024 (2019.01); G06F 16/9027 (2019.01); G06F 16/906 (2019.01);
Abstract

A method for differentiable architecture search based on a hierarchical grouping mechanism includes: obtaining a target dataset; selecting a set number of normal cells and two reduction cells; enabling the reduction cells to be located at ⅓ and ⅔ of all cells, respectively, and then concatenating all cells to form an initial search network; training the initial search network to optimize a cost function to complete a one-level search or a two-level search, wherein in the one-level search, control weight parameters are shared by the inter-group operations and are shared by the intra-group operations among the cells; and in the two-level search, the control weight parameters are shared by the inter-group operations and are not shared by the intra-group operations, obtaining normal cells and reduction cells based on the one-level search or the two-level search; and constructing a target network using the normal cells and the reduction cells.


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