Explaining the effectiveness of machine learning in malware detection: Insights from explainable AI

H Bragança, V Rocha, E Souto, D Kreutz… - Anais do XXIII Simpósio …, 2023 - sol.sbc.org.br
Resumo We use Explainable Artificial Intelligence (XAI) to understand and assess the
decisions made by ML models in Android malware detection. To evaluate malware …

[PDF][PDF] XAI-PDF: A Robust Framework for Malicious PDF Detection Leveraging SHAP-Based Feature Engineering

M Al-Fayoumi, QA Al-Haija, R Armoush, C Amareen - researchgate.net
With the increasing number of malicious PDF files used for cyberattacks, it is essential to
develop efficient and accurate classifiers to detect and prevent these threats. Machine …

[PDF][PDF] Detecting Stealthy Ransomware in IPFS Networks Using Machine Learning

J Chen, G Zhang - files.osf.io
Ransomware remains one of the most pernicious threats in cybersecurity, with its distribution
mechanisms evolving alongside technological advancements. This study explores the …