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US Patent 11574053 System and method for detecting malicious scripts

Patent 11574053 was granted and assigned to Trend Micro on February, 2023 by the United States Patent and Trademark Office.

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TimelineTable: Further ResourcesReferences
Is a
Patent
Patent
1

Patent attributes

Patent Applicant
Trend Micro
Trend Micro
1
Current Assignee
Trend Micro
Trend Micro
1
Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
1
Patent Number
115740531
Date of Patent
February 7, 2023
1
Patent Application Number
162399421
Date Filed
January 4, 2019
1
Patent Citations
‌
US Patent 10581888 Classifying software scripts utilizing deep learning networks
1
Patent Primary Examiner
‌
Jeremy S Duffield
1
CPC Code
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G06F 21/564
1
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G06F 21/566
1
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G06F 40/211
1
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G06F 40/284
1
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G06F 9/544
1
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G06N 20/00
1
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G06N 5/003
1
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H04L 63/1416
1
...

An endpoint system receives a target file for evaluation for malicious scripts. The original content of the target file is normalized and stored in a normalized buffer. Tokens in the normalized buffer are translated to symbols, which are stored in a tokenized buffer. Strings in the normalized buffer are stored in a string buffer. Tokens that are indicative of syntactical structure of the normalized content are extracted from the normalized buffer and stored in a structure buffer. The content of the tokenized buffer and counts of tokens represented as symbols in the tokenized buffer are compared against heuristic rules indicative of malicious scripts. The contents of the tokenized buffer and string buffer are compared against signatures of malicious scripts. The contents of the tokenized buffer, string buffer, and structure buffer are input to a machine learning model that has been trained to detect malicious scripts.

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