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US Patent 11941118 System and method to build robust classifiers against evasion attacks

Patent 11941118 was granted and assigned to Carrier Corporation on March, 2024 by the United States Patent and Trademark Office.

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Contents

Is a
Patent
Patent
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Patent attributes

Patent Applicant
Carrier Corporation
Carrier Corporation
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Current Assignee
Carrier Corporation
Carrier Corporation
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Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
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Patent Number
119411180
Patent Inventor Names
Devu Manikantan Shila0
Date of Patent
March 26, 2024
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Patent Application Number
169722430
Date Filed
October 30, 2019
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Patent Citations
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US Patent 10027692 Modifying evasive code using correlation analysis
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US Patent 10122742 Classifying software modules based on comparisons using a neighborhood distance metric
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US Patent 10192052 System, apparatus and method for classifying a file as malicious using static scanning
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US Patent 10270769 Privately performing application security analysis
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US Patent 10824541 System and method for test data fabrication
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US Patent 10880322 Automated tracking of interaction with a resource of a message
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US Patent 11087334 Method and system for identifying potential fraud activity in a tax return preparation system, at least partially based on data entry characteristics of tax return content
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US Patent 11605093 Security policy enforcement
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...
Patent Primary Examiner
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Aravind K Moorthy
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CPC Code
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G06F 21/554
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G06N 20/00
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G06F 21/562
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Patent abstract

A method for building a robust classifier against evasion attacks includes receiving an application, identifying one or more features of the application, and determining a first confidence score for a first version of the application including a first set of features and determining a second confidence score for a second version of the application including a second set of features, the first set of features is different than the second set of features. The method also includes determining a difference between the first confidence score and the second confidence score, and comparing the difference with a convergence threshold. The method includes, based on the comparison, determining whether the first confidence score exceeds a confidence score threshold, and generating a report based on determining the first confidence score exceeds the confidence score threshold.

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