AAPFE: Aligned Assembly Pre-Training Function Embedding for Malware Analysis

AAPFE: Aligned Assembly Pre-Training Function Embedding for Malware Analysis

The use of natural language processing to analyze binary data is a popular research topic in malware analysis. Embedding binary code into a vector is an important basis for building a binary analysis neural network model. Current solutions focus on embedding instructions or basic block sequences int...

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Bibliographic Details
Main Authors: Hairen Gui, Ke Tang, Zheng Shan, Meng Qiao, Chunyan Zhang, Yizhao Huang, Fudong Liu
Format: Article
Language:English
Published: MDPI AG 2022-03-01
Series:Electronics
Subjects:
malware analysis
function embedding
aligned assembly
self-attention
graph convolution network
Online Access:https://www.mdpi.com/2079-9292/11/6/940

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https://www.mdpi.com/2079-9292/11/6/940

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