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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.:

US 12792904 B1

PDFFull Text
Date of Patent:
Nov. 10, 2026

Filed:

Sep. 15, 2021

Methods and devices for neural network quantization using temporal profiling

Applicant:

Beijing Transtreams Technology Co. Ltd., Beijing, CN;

Inventors:

Ming Kai Hsu, Fremont, CA (US);

Chao Yang, Beijing, CN;

Yue MA, Beijing, CN;

Sikai Wang, Beijing, CN;

Sitong Feng, Sunnyvale, CA (US);

Wenhui Cao, Beijing, CN;

Danqing Li, Beijing, CN;

Hui Zhong, Beijing, CN;

Lingzhi Liu, San Jose, CA (US);

Assignee:

BEIJING TRANSTREAMS TECHNOLOGY CO. LTD., Beijing, CN;

Attorneys:

Arch & Lake LLP

Hao Tao

Shen Wang

Primary Examiner:

Miranda M Huang

Assistant Examiner:

Yao David Huang

Int. Cl.
CPC ...
G06N 3/08 (2023.01); G06F 7/523 (2006.01); G06F 17/18 (2006.01);
U.S. Cl.
CPC ...
G06N 3/08 (2013.01); G06F 7/523 (2013.01); G06F 17/18 (2013.01);
Abstract

Methods and apparatuses are provided for temporal profiling for neural network quantization. The method includes: obtaining a neural network that comprises anode connected to different paths at different time periods; obtaining node outputs for the node at the different time periods; determining statistic properties of the node outputs at the different time periods; and determining activation ranges of the node outputs based on the statistic properties.

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Hsu, Ming. (2026). Methods and devices for neural network quantization using temporal profiling (U.S. Patent No. 12792904). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12792904

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