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US Patent 10581888 Classifying software scripts utilizing deep learning networks

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Patent abstractTimelineTable: Further ResourcesReferences
Is a
Patent
Patent
1

Patent attributes

Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
1
Patent Number
105818881
Patent Inventor Names
Arie Agranonik1
Zohar Duchin1
Date of Patent
March 3, 2020
1
Patent Application Number
156649251
Date Filed
July 31, 2017
1
Patent Citations Received
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US Patent 11888862 Distributed framework for security analytics
2
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US Patent 11630900 Detection of malicious scripted activity in fileless attacks
3
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US Patent 11316873 Detecting malicious threats via autostart execution point analysis
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US Patent 11782685 Software code vectorization converter
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US Patent 11429352 Building pre-trained contextual embeddings for programming languages using specialized vocabulary
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US Patent 11503055 Identifying siem event types
8
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US Patent 10860719 Detecting and protecting against security vulnerabilities in dynamic linkers and scripts
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US Patent 10867042 System and method for training a malware detection model
...
Patent Primary Examiner
‌
Shewaye Gelagay
1
Patent abstract

A method includes generating a tokenized representation of a given software script, the tokenized representation comprising two or more tokens representing two or more commands in the given software script. The method also includes mapping the tokens of the tokenized representation to a vector space providing contextual representation of the tokens utilizing an embedding layer of a deep learning network, detecting sequences of the mapped tokens representing sequences of commands associated with designated types of script behavior utilizing at least one hidden layer of the deep learning network, and classifying the given software script based on the detected sequences of the mapped tokens utilizing one or more classification layers of the deep learning network. The method further includes modifying access by a given client device to the given software script responsive to classifying the given software script as a given software script type.

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