Deep Transfer Learning for Static Malware Classification

18 December 2018

Papers citing "Deep Transfer Learning for Static Malware Classification"

16 / 16 papers shown

Title
Security through the Eyes of AI: How Visualization is Shaping Malware Detection Matteo Brosolo A. Aazami R. Agarwal M. Prabhakaran S. Nicolazzo Antonino Nocera V. P. Vinod Puthuvath AAML 79 0 0 12 May 2025
Generative AI-Based Effective Malware Detection for Embedded Computing Systems Sreenitha Kasarapu Sanket Shukla Rakibul Hassan Avesta Sasan Houman Homayoun Sai Manoj P D 40 1 0 02 Apr 2024
Deep Learning Models for Detecting Malware Attacks Pascal Maniriho A. N. Mahmood M. Chowdhury AAML 63 6 0 08 Sep 2022
On deceiving malware classification with section injection Adeilson Antonio da Silva Maurício Pamplona Segundo 106 4 0 12 Aug 2022
A Few-Shot Meta-Learning based Siamese Neural Network using Entropy Features for Ransomware Classification Jinting Zhu Ju-Seong Jang Amardeep Singh I. Welch Harith Al-Sahaf S. Çamtepe AAML 45 68 0 01 Dec 2021
MalNet: A Large-Scale Image Database of Malicious Software Scott Freitas Rahul Duggal Duen Horng Chau 72 31 0 31 Jan 2021
Malware Detection Using Frequency Domain-Based Image Visualization and Deep Learning Tajuddin Manhar Mohammed L. Nataraj Satish Chikkagoudar S. Chandrasekaran B. S. Manjunath 69 26 0 26 Jan 2021
MIMOSA: Reducing Malware Analysis Overhead with Coverings Mohsen Ahmadi Kevin Leach Ryan E. Dougherty Stephanie Forrest Westley Weimer 47 8 0 18 Jan 2021
Towards interpreting ML-based automated malware detection models: a survey Yuzhou Lin Xiaolin Chang 124 7 0 15 Jan 2021
Towards Interpretable Ensemble Learning for Image-based Malware Detection Yuzhou Lin Xiaolin Chang AAML 70 8 0 13 Jan 2021
Machine Learning (In) Security: A Stream of Problems Fabrício Ceschin Marcus Botacin Albert Bifet Bernhard Pfahringer Luiz Eduardo Soares de Oliveira Heitor Murilo Gomes André Grégio AAML 96 31 0 30 Oct 2020
Random CapsNet Forest Model for Imbalanced Malware Type Classification Task Aykut Çayır U. Ünal Hasan Dag 86 42 0 20 Dec 2019
Dynamic data fusion using multi-input models for malware classification Yunji Kim J. Laska 17 2 0 21 Sep 2019
To believe or not to believe: Validating explanation fidelity for dynamic malware analysis Li-Wei Chen Carter Yagemann Evan Downing AAML FAtt 47 3 0 30 Apr 2019
Understanding the efficacy, reliability and resiliency of computer vision techniques for malware detection and future research directions Li-Wei Chen AAML 38 1 0 03 Apr 2019
Towards resilient machine learning for ransomware detection Li-Wei Chen Chih-Yuan Yang Anindya Paul R. Sahita AAML 36 22 0 21 Dec 2018