Malware Classification

Case Study-Based Approach of Quantum Machine Learning in Cybersecurity: Quantum Support Vector Machine for Malware Classification and Protection

Authors: Mst Shapna Akter, Hossain Shahriar, Sheikh Iqbal Ahamed, Kishor Datta Gupta, Muhammad Rahman, Atef Mohamed, Mohammad Rahman, Akond Rahman, Fan Wu | Published: 2023-06-01
Malware Classification
Resource Scarcity Issues
Efficient Resolution of Learning Tasks
2023.06.01 2025.05.28
Literature Database

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
2023.03.28 2025.05.28
Literature Database

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
2022.08.12 2025.05.28
Literature Database

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
2022.08.09 2025.05.28
Literature Database

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
2022.05.13 2025.05.28
Literature Database

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
2022.05.09 2025.05.28
Literature Database

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
2022.03.04 2025.05.28
Literature Database

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
2021.07.23 2025.05.28
Literature Database

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
2020.10.19 2025.05.28
Literature Database

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
2020.09.28 2025.05.28
Literature Database
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