An Attention Mechanism for Combination of CNN and VAE for Image-Based Malware Classification

An Attention Mechanism for Combination of CNN and VAE for Image-Based Malware Classification

Currently, malware is increasing in both number and complexity dramatically. Several techniques and methodologies have been proposed to detect and neutralize malicious software. However, traditional methods based on the signatures or behaviors of malware often require considerable computational time...

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Bibliographic Details
Main Authors: Tuan Van Dao, Hiroshi Sato, Masao Kubo
Format: Article
Language:English
Published: IEEE 2022-01-01
Series:IEEE Access
Subjects:
Malware classification
variational autoencoder
channel attention
spatial attention
latent representation
information security
Online Access:https://ieeexplore.ieee.org/document/9854888/

Internet

https://ieeexplore.ieee.org/document/9854888/

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