Fig. 6 | Scientific Reports

Fig. 6

From: A multi-label visualisation approach for malware behaviour analysis

Fig. 6The alternative text for this image may have been generated using AI.

Multi-agent pipeline for malware behaviour analysis. The Initial Generator produces a baseline explanation from the observed API features, serving solely as a verification benchmark. The Reviewer Agent independently develops an explanation grounded in the observed API features and aligns behaviours with official MITRE ATT&CK technique names. The Adversarial Agent critically evaluates this explanation, identifying omissions or overclaims. The Consensus Agent integrates these perspectives to produce a coherent final explanation. Finally, the Verifier Agent assesses the output against the baseline, providing a Correctness Verdict and an Improvement Score.

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