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Evading Control Flow Graph Based GNN Malware Detectors Via Active Opcode Insertion Method with Maliciousness Preserving

Hao Peng, Zehao Yu, Dandan Zhao, Zhiguo Ding, Jieshuai Yang,Bo Zhang, Jianming Han,Xuhong Zhang,Shouling Ji, Ming Zhong

Scientific reports(2025)

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Key words
Malware Detection,Reinforcement Learning,Graph Neural Networks,Control Flow Graphs,Function-preserving
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