MARD is a ReAct-based multi-agent LLM framework that detects Android malware at 93.46% F1 without fine-tuning and shows robustness to concept drift across five-year evaluations.
Strengthening llm ecosystem security: Preventing mobile malware from manipulating llm-based applications.Information Sciences, 681:120923
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MARD: A Multi-Agent Framework for Robust Android Malware Detection
MARD is a ReAct-based multi-agent LLM framework that detects Android malware at 93.46% F1 without fine-tuning and shows robustness to concept drift across five-year evaluations.