Deep Multi-Task Learning for Malware Image Classification

no code implementations • 9 May 2024 • Ahmed Bensaoud, Jugal Kalita

Malicious software is a pernicious global problem.

Classification Image Classification +2

CNN-LSTM and Transfer Learning Models for Malware Classification based on Opcodes and API Calls

no code implementations • 4 May 2024 • Ahmed Bensaoud, Jugal Kalita

In this paper, we propose a novel model for a malware classification system based on Application Programming Interface (API) calls and opcodes, to improve classification accuracy.

Classification Malware Classification +1

Classifying Malware Images with Convolutional Neural Network Models

no code implementations • 30 Oct 2020 • Ahmed Bensaoud, Nawaf Abudawaood, Jugal Kalita

In this paper, we use several convolutional neural network (CNN) models for static malware classification.

Classification General Classification +2