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Using neural networks to process forensics and generate threat intelligence information

專利號
US11888895B2
公開日期
2024-01-30
申請人
Proofpoint, Inc.(US CA Sunnyvale)
發(fā)明人
Zachary Mitchell Abzug; Kevin Patrick Blissett; Brian Sanford Jones
IPC分類
G06F7/04; H04L9/40; G06N3/08; G06N3/045
技術(shù)領(lǐng)域
campaign,platform,neural,or,may,forensics,threat,compromise,networks,threats
地域: CA CA Sunnyvale

摘要

Aspects of the disclosure relate to generating threat intelligence information. A computing platform may receive forensics information corresponding to message attachments. For each message attachment, the computing platform may generate a feature representation. The computing platform may input the feature representations into a neural network, which may result in a numeric representation for each message attachments. The computing platform may apply a clustering algorithm to cluster each message attachments based on the numeric representations, which may result in clustering information. The computing platform may extract, from the clustering information, one or more indicators of compromise indicating that one or more attachments corresponds to a threat campaign. The computing platform may send, to an enterprise user device, user interface information comprising the one or more indicators of compromise, which may cause the enterprise user device to display a user interface identifying the one or more indicators of compromise.

說明書

One or more aspects described herein may be embodied as a method, an apparatus, or as one or more computer-readable media storing computer-executable instructions. Accordingly, those aspects may take the form of an entirely hardware embodiment, an entirely software embodiment, an entirely firmware embodiment, or an embodiment combining software, hardware, and firmware aspects in any combination. In addition, various signals representing data or events as described herein may be transferred between a source and a destination in the form of light or electromagnetic waves traveling through signal-conducting media such as metal wires, optical fibers, or wireless transmission media (e.g., air or space). The one or more computer-readable media may be and/or include one or more non-transitory computer-readable media.

權(quán)利要求

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