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:
Jun. 09, 2026

Filed:

Oct. 18, 2018
Applicant:

International Business Machines Corporation, Armonk, NY (US);

Inventors:

Fady Copty, Haifa, IL;

Dov Murik, Haifa, IL;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 3/08 (2023.01); G06F 21/57 (2013.01); G06N 3/043 (2023.01);
U.S. Cl.
CPC ...
G06N 3/08 (2013.01); G06F 21/577 (2013.01); G06N 3/043 (2023.01); G06F 2221/034 (2013.01);
Abstract

A method for detecting security vulnerabilities, comprising: generating a corpus of input samples each labeled to indicate a threat level when executed by an input processing code; training a neural network (NN) using the plurality of input samples to classify inputs according to a plurality of labels of the plurality of input samples; for each input sample: iteratively altering the input sample to correspond to a process of gradient change of the NN, until the NN classifies the altered input sample to a different label than a respective label of the input sample; assigning the different label to the altered input sample; using the plurality of relabeled altered input samples to further train the NN and augment the corpus of input samples.


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