Search Results for author: Ramon Vicens

Found 2 papers, 2 papers with code

Classification of Malware by Using Structural Entropy on Convolutional Neural Networks

1 code implementation • 27 Apr 2018 • Daniel Gibert, Carles Mateu, Jordi Planes, Ramon Vicens

Motivated by the visual similarity between streams of entropy of malicious software belonging to the same family, we propose a file agnostic deep learning approach for categorization of malware.

Ranked #5 on Malware Classification on Microsoft Malware Classification Challenge (LogLoss metric)

General Classification Malware Classification

Paper
Code

Convolutional Neural Network for Classification of Malware Assembly Code

1 code implementation • 27 Oct 2017 • Daniel Gibert, Javier Béjar, Carles Mateu, Jordi Planes, Daniel Solis, Ramon Vicens

Traditional signature-based methods have started becoming inadequnate to deal with next generation malware which utilize sophisticated obfuscation (polymorphic and metamorphic) techniques to evade detection.

Ranked #5 on Malware Classification on Microsoft Malware Classification Challenge

Classification General Classification +1

Paper
Code

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