PE Malware Classification

Padding Matters — Exploring Function Detection in PE Files

Authors: Raphael Springer, Alexander Schmitz, Artur Leinweber, Tobias Urban, Christian Dietrich | Published: 2025-04-30
PE Malware Classification
Program Analysis
Function Boundary Pair Formation
2025.04.30 2025.05.27
Literature Database

A Comprehensive Study on Learning-Based PE Malware Family Classification Methods

Authors: Yixuan Ma, Shuang Liu, Jiajun Jiang, Guanhong Chen, Keqiu Li | Published: 2021-10-29
PE Malware Classification
Poisoning
Evaluation Method
2021.10.29 2025.05.28
Literature Database

Malware Classification Using Deep Boosted Learning

Authors: Muhammad Asam, Saddam Hussain Khan, Tauseef Jamal, Umme Zahoora, Asifullah Khan | Published: 2021-07-08
PE Malware Classification
Deep Transfer Learning
Evaluation Method
2021.07.08 2025.05.28
Literature Database

Analysis of Machine Learning Approaches to Packing Detection

Authors: Charles-Henry Bertrand Van Ouytsel, Thomas Given-Wilson, Jeremy Minet, Julian Roussieau, Axel Legay | Published: 2021-05-02
PE Malware Classification
Model Selection
Feature Selection Method
2021.05.02 2025.05.28
Literature Database

CNN vs ELM for Image-Based Malware Classification

Authors: Mugdha Jain, William Andreopoulos, Mark Stamp | Published: 2021-03-24
PE Malware Classification
Optimization Methods
Image Feature Extraction
2021.03.24 2025.05.28
Literature Database

Word Embedding Techniques for Malware Evolution Detection

Authors: Sunhera Paul, Mark Stamp | Published: 2021-03-07
PE Malware Classification
Time Window Analysis
Evolutionary Score Calculation
2021.03.07 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

KiloGrams: Very Large N-Grams for Malware Classification

Authors: Edward Raff, William Fleming, Richard Zak, Hyrum Anderson, Bill Finlayson, Charles Nicholas, Mark McLean | Published: 2019-08-01
KiloGram Algorithm
PE Malware Classification
Feature Importance Analysis
2019.08.01 2025.05.28
Literature Database