New 'Better Call Graphs' Dataset Enhances Android Malware Classification

Researchers have introduced "Better Call Graphs" (BCG), a new dataset designed to improve malware classification for Android applications. Existing datasets are often outdated or contain redundant samples, hindering the development of effective graph-based detection methods. BCG provides a large collection of unique function call graphs from recent Android application packages, including both benign and malicious samples, to address these limitations. Experiments show BCG's superiority over existing datasets for evaluating classification models. AI

IMPACT This dataset could improve the accuracy and reliability of AI-powered malware detection systems for Android.

RANK_REASON The cluster contains a research paper introducing a new dataset for a specific technical task. [lever_c_demoted from research: ic=1 ai=1.0]

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• android
• APK
• arXiv
• Better Call Graphs
• Function Call Graphs
• Jakir Hossain
• Malware classification and detection using audio descriptors

• paper
• other

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