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:
Apr. 01, 2025

Filed:

Jan. 22, 2021
Applicant:

Debricked Ab, Malmö, SE;

Inventors:

Anton Duppils, Södra Sandby, SE;

Magnus Tullberg, Lund, SE;

Carl Emil Orm Wåreus, Lund, SE;

Assignee:

DEBRICKED AB, , SE;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 21/00 (2013.01); G06F 18/21 (2023.01); G06F 18/214 (2023.01); G06F 21/55 (2013.01);
U.S. Cl.
CPC ...
G06F 21/554 (2013.01); G06F 18/214 (2023.01); G06F 18/2178 (2023.01); G06F 21/552 (2013.01);
Abstract

Open-source software is prevalent in the development of new technologies. Monitoring software updates for vulnerabilities is expensive and time consuming. Online discussions surrounding new software updates can often provide vital information regarding emerging risks. It is presented a novel approach for automating surveillance of software through the use of natural language processing methods on open-source issues. Further, the potential of virtual adversarial training, a popular semi-supervised learning technique, is used to leverage the vast amounts of unlabeled data available to achieve improved performance. On industry data, it is found that a hierarchical attention network with virtual adversarial training that utilizes the innate document structure to encapsulate the text can be used with good results.


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