Malware Classification

A Review of Computer Vision Methods in Network Security

Authors: Jiawei Zhao, Rahat Masood, Suranga Seneviratne | Published: 2020-05-07
Malware Classification
Analysis of Detection Methods
Feature Extraction Method

Mind the Gap: On Bridging the Semantic Gap between Machine Learning and Information Security

Authors: Michael R. Smith, Nicholas T. Johnson, Joe B. Ingram, Armida J. Carbajal, Ramyaa Ramyaa, Evelyn Domschot, Christopher C. Lamb, Stephen J. Verzi, W. Philip Kegelmeyer | Published: 2020-05-04
Poisoning
Malware Classification
Role of Machine Learning

Do Gradient-based Explanations Tell Anything About Adversarial Robustness to Android Malware?

Authors: Marco Melis, Michele Scalas, Ambra Demontis, Davide Maiorca, Battista Biggio, Giorgio Giacinto, Fabio Roli | Published: 2020-05-04 | Updated: 2021-05-27
Poisoning
Malware Classification
Adversarial Example

NetML: A Challenge for Network Traffic Analytics

Authors: Onur Barut, Yan Luo, Tong Zhang, Weigang Li, Peilong Li | Published: 2020-04-25
TLS Feature Analysis
Malware Classification
Feature Engineering

Scalable and Secure Architecture for Distributed IoT Systems

Authors: Najmeddine Dhieb, Hakim Ghazzai, Hichem Besbes, Yehia Massoud | Published: 2020-04-20
Security Assurance
Malware Classification
Role of Machine Learning

Deep Learning and Open Set Malware Classification: A Survey

Authors: Jingyun Jia | Published: 2020-04-08
Open Set Recognition
Poisoning
Malware Classification

MAB-Malware: A Reinforcement Learning Framework for Attacking Static Malware Classifiers

Authors: Wei Song, Xuezixiang Li, Sadia Afroz, Deepali Garg, Dmitry Kuznetsov, Heng Yin | Published: 2020-03-06 | Updated: 2021-04-29
Malware Classification
Malware Detection
Adversarial Perturbation Techniques

Feature-level Malware Obfuscation in Deep Learning

Authors: Keith Dillon | Published: 2020-02-10
Malware Classification
Malware Detection

Cyber Threat Intelligence : Challenges and Opportunities

Authors: Mauro Conti, Ali Dehghantanha, Tooska Dargahi | Published: 2018-08-03
Cyber Threat Intelligence
Malware Classification
Role of Artificial Intelligence

Emulating malware authors for proactive protection using GANs over a distributed image visualization of dynamic file behavior

Authors: Vineeth S. Bhaskara, Debanjan Bhattacharyya | Published: 2018-07-19 | Updated: 2018-07-30
Malware Classification
Feature Extraction Method
Behavior Analysis Method