Malware Classification

A Survey on Malware Detection with Graph Representation Learning

Authors: Tristan Bilot, Nour El Madhoun, Khaldoun Al Agha, Anis Zouaoui | Published: 2023-03-28 | Updated: 2023-08-17
Graph Embedding
Poisoning
Malware Classification

Analysis, Detection, and Classification of Android Malware using System Calls

Authors: Shubham Shakya, Mayank Dave | Published: 2022-08-12
Malware Classification
Malware Detection Method
Attack Method

Online Malware Classification with System-Wide System Calls in Cloud IaaS

Authors: Phillip Brown, Austin Brown, Maanak Gupta, Mahmoud Abdelsalam | Published: 2022-08-09
Malware Classification
Malware Detection Method
Machine Learning Method

Representation learning with function call graph transformations for malware open set recognition

Authors: Jingyun Jia, Philip K. Chan | Published: 2022-05-13 | Updated: 2022-07-12
Poisoning
Malware Classification
Self-Supervised Learning

Do You Think You Can Hold Me? The Real Challenge of Problem-Space Evasion Attacks

Authors: Harel Berger, Amit Dvir, Chen Hajaj, Rony Ronen | Published: 2022-05-09
Malware Classification
Attack Method
Durability Issue

Adversarial Patterns: Building Robust Android Malware Classifiers

Authors: Dipkamal Bhusal, Nidhi Rastogi | Published: 2022-03-04 | Updated: 2024-04-12
Malware Classification
Adversarial Example
Defense Method

Dynamic detection of mobile malware using smartphone data and machine learning

Authors: J. S. Panman de Wit, J. van der Ham, D. Bucur | Published: 2021-07-23
Malware Classification
Role of Machine Learning
Evaluation Method

Against All Odds: Winning the Defense Challenge in an Evasion Competition with Diversification

Authors: Erwin Quiring, Lukas Pirch, Michael Reimsbach, Daniel Arp, Konrad Rieck | Published: 2020-10-19
PE Malware Classification
Backdoor Attack
Malware Classification

Generating End-to-End Adversarial Examples for Malware Classifiers Using Explainability

Authors: Ishai Rosenberg, Shai Meir, Jonathan Berrebi, Ilay Gordon, Guillaume Sicard, Eli David | Published: 2020-09-28 | Updated: 2022-06-01
Malware Classification
Model Interpretability
Adversarial Example

Hardware-Assisted Detection of Firmware Attacks in Inverter-Based Cyberphysical Microgrids

Authors: Abraham Peedikayil Kuruvila, Ioannis Zografopoulos, Kanad Basu, Charalambos Konstantinou | Published: 2020-09-16 | Updated: 2021-04-18
Hardware Design
Malware Classification
Vulnerability detection