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: 2025-04-15
限られたサンプルでのマルウェア検出
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
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
Hidden Markov Models with Random Restarts vs Boosting for Malware Detection
Authors: Aditya Raghavan, Fabio Di Troia, Mark Stamp | Published: 2023-07-17
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
A Comparison of State-of-the-Art Techniques for Generating Adversarial Malware Binaries
Authors: Prithviraj Dasgupta, Zachariah Osman | Published: 2021-11-22