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

27 July 2023

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

5 / 5 papers shown

Title
Trust Under Siege: Label Spoofing Attacks against Machine Learning for Android Malware Detection Tianwei Lan Luca Demetrio Farid Nait-Abdesselam Yufei Han Simone Aonzo AAML 58 0 0 14 Mar 2025
The Road Less Traveled: Investigating Robustness and Explainability in CNN Malware Detection Matteo Brosolo Vinod Puthuvath Mauro Conti AAML 41 0 0 03 Mar 2025
MalMixer: Few-Shot Malware Classification with Retrieval-Augmented Semi-Supervised Learning Eric Li Yifan Zhang Yu Huang Kevin Leach 34 0 0 20 Sep 2024
SLIFER: Investigating Performance and Robustness of Malware Detection Pipelines Andrea Ponte Dmitrijs Trizna Luca Demetrio Battista Biggio Ivan Tesfai Ogbu Fabio Roli 41 0 0 23 May 2024
How to Train your Antivirus: RL-based Hardening through the Problem-Space Jacopo Cortellazzi Ilias Tsingenopoulos B. Bosanský Simone Aonzo Davy Preuveneers Wouter Joosen Fabio Pierazzi Lorenzo Cavallaro 21 2 0 29 Feb 2024