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:
Nov. 25, 2025

Filed:

Aug. 03, 2022
Applicant:

Infrrd Inc, San Jose, CA (US);

Inventors:

Jianglong He, Elmhurst, NY (US);

Deepak Kumar, Bengaluru, IN;

Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 16/906 (2019.01); G06F 16/901 (2019.01); G06F 16/93 (2019.01); G06N 3/045 (2023.01); G06N 3/08 (2023.01); G06N 3/09 (2023.01);
U.S. Cl.
CPC ...
G06F 16/906 (2019.01); G06F 16/9024 (2019.01); G06F 16/93 (2019.01); G06N 3/045 (2023.01); G06N 3/08 (2013.01); G06N 3/09 (2023.01);
Abstract

System for optimizing training dataset comprising sample documents. The system comprises one or more processors configured to create graph embedding vector for each of the sample documents of the training dataset and cluster the graph embedding vectors of the sample documents of the training dataset into clusters based on the similarity between the graph embedding vectors. Further, the processor is configured to select a first set of training data, using an optimization model, wherein the first set of training data comprises a finite number of graph embedding vectors of the sample documents from the clustered training dataset. Finally, the first set of training data is fed as for a machine learning model.


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