Malware Detection Method

Benchmark Static API Call Datasets for Malware Family Classification

Authors: Berkant Düzgün, Aykut Çayır, Ferhat Demirkıran, Ceyda Nur Kahya, Buket Gençaydın, Hasan Dağ | Published: 2021-11-30 | Updated: 2022-08-04
Dataset evaluation
Malware Detection Method
Static Analysis
2021.11.30 2025.05.28
Literature Database

Living-Off-The-Land Command Detection Using Active Learning

Authors: Talha Ongun, Jack W. Stokes, Jonathan Bar Or, Ke Tian, Farid Tajaddodianfar, Joshua Neil, Christian Seifert, Alina Oprea, John C. Platt | Published: 2021-11-30
Active Learning
Backdoor Attack
Malware Detection Method
2021.11.30 2025.05.28
Literature Database

MALIGN: Explainable Static Raw-byte Based Malware Family Classification using Sequence Alignment

Authors: Shoumik Saha, Sadia Afroz, Atif Rahman | Published: 2021-11-28 | Updated: 2024-01-12
Program Analysis
Malware Detection Method
Static Analysis
2021.11.28 2025.05.28
Literature Database

Statically Detecting Adversarial Malware through Randomised Chaining

Authors: Matthew Crawford, Wei Wang, Ruoxi Sun, Minhui Xue | Published: 2021-11-28 | Updated: 2021-12-04
Malware Detection Method
Adversarial attack
Defense Method
2021.11.28 2025.05.28
Literature Database

Dissecting Malware in the Wild

Authors: Hamish Spencer, Wei Wang, Ruoxi Sun, Minhui Xue | Published: 2021-11-28 | Updated: 2021-12-04
Backdoor Attack
Malware Detection Method
Adversarial attack
2021.11.28 2025.05.28
Literature Database

Deep Q-Learning based Reinforcement Learning Approach for Network Intrusion Detection

Authors: Hooman Alavizadeh, Julian Jang-Jaccard, Hootan Alavizadeh | Published: 2021-11-27
Malware Detection Method
Reinforcement Learning
Deep Reinforcement Learning
2021.11.27 2025.05.28
Literature Database

A Comparison of State-of-the-Art Techniques for Generating Adversarial Malware Binaries

Authors: Prithviraj Dasgupta, Zachariah Osman | Published: 2021-11-22
Malware Detection Method
Adversarial attack
Malware Detection with Limited Samples
2021.11.22 2025.05.28
Literature Database

Enhancing the Insertion of NOP Instructions to Obfuscate Malware via Deep Reinforcement Learning

Authors: Daniel Gibert, Matt Fredrikson, Carles Mateu, Jordi Planes, Quan Le | Published: 2021-11-18
Malware Detection Method
Reinforcement Learning
Deep Reinforcement Learning
2021.11.18 2025.05.28
Literature Database

Stegomalware: A Systematic Survey of MalwareHiding and Detection in Images, Machine LearningModels and Research Challenges

Authors: Rajasekhar Chaganti, Vinayakumar Ravi, Mamoun Alazab, Tuan D. Pham | Published: 2021-10-06
Steganography Techniques
Malware Detection Method
Performance Evaluation
2021.10.06 2025.05.28
Literature Database

GANG-MAM: GAN based enGine for Modifying Android Malware

Authors: Renjith G, Sonia Laudanna, Aji S, Corrado Aaron Visaggio, Vinod P | Published: 2021-09-27
Software Security
Malware Detection Method
Adversarial attack
2021.09.27 2025.05.28
Literature Database
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