Malware Detection

Fast & Furious: Modelling Malware Detection as Evolving Data Streams

Authors: Fabrício Ceschin, Marcus Botacin, Heitor Murilo Gomes, Felipe Pinagé, Luiz S. Oliveira, André Grégio | Published: 2022-05-24 | Updated: 2022-08-16
Data Collection
Malware Detection
Concept Drift
2022.05.24 2025.05.28
Literature Database

Intrusion Detection using Network Traffic Profiling and Machine Learning for IoT

Authors: Joseph Rose, Matthew Swann, Gueltoum Bendiab, Stavros Shiaeles, Nicholas Kolokotronis | Published: 2021-09-06
ML-Based IDS
Cyber Threat
Malware Detection
2021.09.06 2025.05.28
Literature Database

PDF-Malware: An Overview on Threats, Detection and Evasion Attacks

Authors: Nicolas Fleury, Theo Dubrunquez, Ihsen Alouani | Published: 2021-07-27
Overview of PDF Format
Poisoning
Malware Detection
2021.07.27 2025.05.28
Literature Database

Deep Learning for Android Malware Defenses: a Systematic Literature Review

Authors: Yue Liu, Chakkrit Tantithamthavorn, Li Li, Yepang Liu | Published: 2021-03-09 | Updated: 2022-08-09
Malware Detection
Deep Learning Method
Defense Method
2021.03.09 2025.05.28
Literature Database

Being Single Has Benefits. Instance Poisoning to Deceive Malware Classifiers

Authors: Tzvika Shapira, David Berend, Ishai Rosenberg, Yang Liu, Asaf Shabtai, Yuval Elovici | Published: 2020-10-30
Backdoor Attack
Malware Detection
Content Specialized for Toxicity Attacks
2020.10.30 2025.05.28
Literature Database

Getting Passive Aggressive About False Positives: Patching Deployed Malware Detectors

Authors: Edward Raff, Bobby Filar, James Holt | Published: 2020-10-22
Malware Detection
Machine Learning Method
Weight Update Method
2020.10.22 2025.05.28
Literature Database

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
2020.03.06 2025.05.28
Literature Database

Detection and Analysis of Drive-by Downloads and Malicious Websites

Authors: Saeed Ibrahim, Nawwaf Al Herami, Ebrahim Al Naqbi, Monther Aldwairi | Published: 2020-02-19 | Updated: 2020-04-09
Malware Detection
Information Security
Feature Extraction Method
2020.02.19 2025.05.28
Literature Database

Analyzing CNN Based Behavioural Malware Detection Techniques on Cloud IaaS

Authors: Andrew McDole, Mahmoud Abdelsalam, Maanak Gupta, Sudip Mittal | Published: 2020-02-15
Training Method
Malware Detection
Machine Learning Algorithm
2020.02.15 2025.05.28
Literature Database

Feature-level Malware Obfuscation in Deep Learning

Authors: Keith Dillon | Published: 2020-02-10
Malware Classification
Malware Detection
2020.02.10 2025.05.28
Literature Database
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