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Malware detection is an important problem in the field of information security. Opcodes are the most direct information reflecting the execution behavior of malware, The malware based on the dynamic analysis of opcodes also faces some challenges: the acquisition of the operating code information in the execution process of the malware; the high false alarm rate in the detection process and the large system overhead caused by the malware detection in the application layer. In order to deal withdoi:10.4108/eai.22-6-2021.170239 fatcat:gvpxc6btxva3dbev367eigmqlu