Malware Detection with Limited Samples

MalMixer: Few-Shot Malware Classification with Retrieval-Augmented Semi-Supervised Learning

Authors: Jiliang Li, Yifan Zhang, Yu Huang, Kevin Leach | Published: 2024-09-20 | Updated: 2025-04-17
Data Augmentation Method
Poisoning
Malware Detection with Limited Samples
2024.09.20 2025.05.27
Literature Database

Generative AI-Based Effective Malware Detection for Embedded Computing Systems

Authors: Sreenitha Kasarapu, Sanket Shukla, Rakibul Hassan, Avesta Sasan, Houman Homayoun, Sai Manoj Pudukotai Dinakarrao | Published: 2024-04-02 | Updated: 2024-04-12
Dataset Generation
Malware Classification
Malware Detection with Limited Samples
2024.04.02 2025.05.27
Literature Database

Decoding the Secrets of Machine Learning in Malware Classification: A Deep Dive into Datasets, Feature Extraction, and Model Performance

Authors: Savino Dambra, Yufei Han, Simone Aonzo, Platon Kotzias, Antonino Vitale, Juan Caballero, Davide Balzarotti, Leyla Bilge | Published: 2023-07-27
File Analysis Method
Feature Selection Method
Malware Detection with Limited Samples
2023.07.27 2025.05.28
Literature Database

Hidden Markov Models with Random Restarts vs Boosting for Malware Detection

Authors: Aditya Raghavan, Fabio Di Troia, Mark Stamp | Published: 2023-07-17
AUC Evaluation
Security Analysis
Malware Detection with Limited Samples
2023.07.17 2025.05.28
Literature Database

Few-shot Multi-domain Knowledge Rearming for Context-aware Defence against Advanced Persistent Threats

Authors: Gaolei Li, Yuanyuan Zhao, Wenqi Wei, Yuchen Liu | Published: 2023-06-13 | Updated: 2023-06-14
APT Defense Techniques
Attack Method
Malware Detection with Limited Samples
2023.06.13 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