Malware Detection Method

Attacks on Visualization-Based Malware Detection: Balancing Effectiveness and Executability

Authors: Hadjer Benkraouda, Jingyu Qian, Hung Quoc Tran, Berkay Kaplan | Published: 2021-09-21
Malware Detection Method
Adversarial Example
Adversarial attack

Detecting Attacks on IoT Devices using Featureless 1D-CNN

Authors: Arshiya Khan, Chase Cotton | Published: 2021-09-09
Malware Detection Method
Machine Learning
Communication Analysis

Metamorphic Detection of Repackaged Malware

Authors: Shirish Singh, Gail Kaiser | Published: 2021-04-27
Malware Detection Method
Feature Interdependence
Feature Extraction Method

Adversarial Robustness with Non-uniform Perturbations

Authors: Ecenaz Erdemir, Jeffrey Bickford, Luca Melis, Sergul Aydore | Published: 2021-02-24 | Updated: 2021-10-29
Malware Detection Method
Adversarial Example
Adversarial Example Detection

SK-Tree: a systematic malware detection algorithm on streaming trees via the signature kernel

Authors: Thomas Cochrane, Peter Foster, Varun Chhabra, Maud Lemercier, Cristopher Salvi, Terry Lyons | Published: 2021-02-16 | Updated: 2021-09-29
Watermarking
Malware Detection Method
Hierarchical Classification Methods

MalNet: A Large-Scale Image Database of Malicious Software

Authors: Scott Freitas, Rahul Duggal, Duen Horng Chau | Published: 2021-01-31 | Updated: 2022-09-04
Data Collection
Malware Detection Method
Deep Transfer Learning

A Large-Scale Database for Graph Representation Learning

Authors: Scott Freitas, Yuxiao Dong, Joshua Neil, Duen Horng Chau | Published: 2020-11-16 | Updated: 2021-11-07
Dataset Generation
Performance Evaluation
Malware Detection Method

Feature importance in mobile malware detection

Authors: Vasileios Kouliaridis, Georgios Kambourakis, Tao Peng | Published: 2020-07-27 | Updated: 2020-08-28
Dataset Analysis
Malware Detection Method
Feature Importance Analysis

A Deep Learning-based Fine-grained Hierarchical Learning Approach for Robust Malware Classification

Authors: Ahmed Abusnaina, Mohammed Abuhamad, Hisham Alasmary, Afsah Anwar, Rhongho Jang, Saeed Salem, DaeHun Nyang, David Mohaisen | Published: 2020-05-14 | Updated: 2020-05-15
Graph Representation Learning
Malware Detection Method
Deep Learning Technology

Botnet Detection Using Recurrent Variational Autoencoder

Authors: Jeeyung Kim, Alex Sim, Jinoh Kim, Kesheng Wu | Published: 2020-04-01
Malware Detection Method
Machine Learning Application
Generative Model